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<title>郑梓轩-3家API-181012147</title>

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figure {
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.glyphicon-cutlery:before {
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.glyphicon-phone-alt:before {
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.glyphicon-tower:before {
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.glyphicon-rub:before {
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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

    Firefox 28.0+
    Chrome 29.0+
    Internet Explorer 11+ 
    Opera 17.0+

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
.modal-header {
  cursor: move;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: text-bottom;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
Adapted from GitHub theme

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url();
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
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fieldset[disabled] .notification_widget.success.focus {
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}
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  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
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}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
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}
.notification_widget.info:active,
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.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
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.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
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fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
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  color: #fff;
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}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
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.open > .dropdown-toggle.notification_widget.danger:focus,
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fieldset[disabled] .notification_widget.danger:hover,
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fieldset[disabled] .notification_widget.danger:focus,
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fieldset[disabled] .notification_widget.danger.focus {
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.notification_widget.danger .badge {
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div#pager {
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  font-size: 14px;
  line-height: 20px;
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  width: 100%;
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  padding-top: 8px;
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  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
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div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
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div#pager #pager-contents {
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div#pager #pager-contents #pager-container {
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  box-sizing: border-box;
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  -webkit-box-sizing: border-box;
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div#pager .ui-resizable-handle {
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  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
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div#pager .ui-resizable-handle::after {
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  width: 30px;
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  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
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  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
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  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
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  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
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}
span.save_widget span.filename:hover {
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}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
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  span.checkpoint_status,
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}
@media (min-width: 768px) and (max-width: 991px) {
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}
.toolbar {
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  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
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.toolbar label {
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  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
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}
.toolbar .btn-group {
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  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
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    opacity: 1;
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  to {
    opacity: 0;
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}
@-webkit-keyframes fadeOut {
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}
@-moz-keyframes fadeIn {
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}
@-webkit-keyframes fadeIn {
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}
/*properties of tooltip after "expand"*/
.bigtooltip {
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  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
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}
/*properties of tooltip before "expand"*/
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  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
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}
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  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
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}
.ipython_tooltip {
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  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
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  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
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.ipython_tooltip a {
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.ipython_tooltip .tooltiptext pre {
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.pretooltiparrow {
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  margin: 0px;
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  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
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  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
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  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
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  margin-right: -10px;
}
ul.typeahead-list {
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ul.typeahead-list > li > a {
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[dir="rtl"] .typeahead-list {
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.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
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}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
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#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
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  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
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}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
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  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="API-&#25991;&#26723;&#20171;&#32461;&#65288;Azure-API&#65289;">API &#25991;&#26723;&#20171;&#32461;&#65288;Azure API&#65289;<a class="anchor-link" href="#API-&#25991;&#26723;&#20171;&#32461;&#65288;Azure-API&#65289;">&#182;</a></h1><ul>
<li>本周主要内容：API文档阅读介绍及计算机视觉入门（认知服务）</li>
<li>20春_API_人工智能与机器学习_week02</li>
<li>电子讲义设计者：许智超，廖汉腾
<br/>
<br/></li>
</ul>
<p><img src="https://pic2.zhimg.com/v2-6c478325d02ca3363ec1817a952d5321_r.jpg" alt="app_交互设计"></p>
<hr>
<p><img src="http://coverall1.splunk.com/web_assets/developers/devguide/Essentials02_Splunk_app_architecture.png" alt="app_API_交互设计"></p>
<h2 id="&#22797;&#20064;">&#22797;&#20064;<a class="anchor-link" href="#&#22797;&#20064;">&#182;</a></h2><p>复习1：上周内容，AI、API、机器学习的基本认知以及数据科学的基本流程</p>
<ul>
<li>1、API for AI 有哪些人工智能的分类（计算机视觉、语义识别、自然语言处理、推荐系统）</li>
<li>2、机器学习的关键输入是什么？（有一定规范的数据）</li>
<li>3、数据科学的基本流程（四个循环环节:问题定义-&gt;ETL和特征值提取-&gt;学习（机器）-&gt;模型部署）</li>
</ul>
<p>复习2：jupyter的基本使用，json、requests  主要包括以下内容可能涉及的API操作：</p>
<ul>
<li>1、requests POST传递参数 的基础用法</li>
<li>2、JSON 格式的基本转换（字典）</li>
<li>3、字典的处理，pandas转化数据结构
<br/>
<br/></li>
</ul>
<hr>
<p><img src="http://q7rdfqeve.bkt.clouddn.com/Azure_img.jpg" alt="Face_识别示例"></p>
<h2 id="&#26412;&#21608;&#20869;&#23481;&#21450;&#23398;&#20064;&#30446;&#26631;">&#26412;&#21608;&#20869;&#23481;&#21450;&#23398;&#20064;&#30446;&#26631;<a class="anchor-link" href="#&#26412;&#21608;&#20869;&#23481;&#21450;&#23398;&#20064;&#30446;&#26631;">&#182;</a></h2><p>本周内容聚集在复习1中的计算机视觉，以及复习2中的API操作部分，学习解决一下挑战：</p>
<ol>
<li>尝试操作计算机视觉人脸识别返回<a href="https://azure.microsoft.com/zh-cn/services/cognitive-services/face/">人脸识别效果</a></li>
<li>阅读Azure计算机视觉的<a href="https://docs.microsoft.com/zh-cn/azure/cognitive-services/face/">人脸文档</a>，以及<a href="https://westus.dev.cognitive.microsoft.com/docs/services/563879b61984550e40cbbe8d/operations/563879b61984550f30395236">人脸 API v1.0文档</a></li>
<li>观看影片<a href="https://zhuanlan.zhihu.com/p/35652529">知智1分钟计算机视觉</a> 与<a href="https://zhuanlan.zhihu.com/p/36262110">知智1分钟人脸识别</a></li>
<li>注册Azure 使用API免费服务，获取key以为获取API应用做准备</li>
<li>使用requests，用代码取得API回复</li>
<li>写出代码，实现输入一个图片URL，可以识别出每个人脸的年龄、性别、眼镜的，加总成绩1分；列出每个人最可能的3种情绪及其判别值再加1分。</li>
<li>使用pandas 将返回数据用数据框展示出来。</li>
</ol>

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<h1 id="&#25945;&#19981;&#23436;&#25152;&#26377;API&#65292;&#20294;&#21487;&#20197;&#23398;&#22914;&#20309;&#35835;&#12289;&#29992;API&#25991;&#20214;">&#25945;&#19981;&#23436;&#25152;&#26377;API&#65292;&#20294;&#21487;&#20197;&#23398;&#22914;&#20309;&#35835;&#12289;&#29992;API&#25991;&#20214;<a class="anchor-link" href="#&#25945;&#19981;&#23436;&#25152;&#26377;API&#65292;&#20294;&#21487;&#20197;&#23398;&#22914;&#20309;&#35835;&#12289;&#29992;API&#25991;&#20214;">&#182;</a></h1><h2 id="Review:-URLs-for-API-documentation">Review: URLs for API documentation<a class="anchor-link" href="#Review:-URLs-for-API-documentation">&#182;</a></h2><ul>
<li>Symbol ? 标记</li>
<li>Base url 目标API的url</li>
<li>Directories 目录, 功能<ul>
<li><a href="https://console.faceplusplus.com.cn/documents/4888373">face++ detect API</a> <ul>
<li><a href="https://api-cn.faceplusplus.com/facepp/v3/detect">https://api-cn.faceplusplus.com/facepp/v3/detect?</a></li>
</ul>
</li>
<li><a href="https://lbs.amap.com/api/webservice/guide/api/search">搜索POI</a><ul>
<li><a href="https://restapi.amap.com/v3/place/text?parameters">https://restapi.amap.com/v3/place/text?parameters</a></li>
</ul>
</li>
<li><a href="https://lbs.amap.com/api/webservice/guide/api/district">行政区域查询</a><ul>
<li><a href="https://restapi.amap.com/v3/config/district?parameters">https://restapi.amap.com/v3/config/district?parameters</a></li>
</ul>
</li>
</ul>
</li>
</ul>

</div>
</div>
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<h1 id="Review:-APIs-use-HTTP,-HTTP-requests&#30340;&#19981;&#21516;&#27169;&#24335;">Review: APIs use HTTP, HTTP requests&#30340;&#19981;&#21516;&#27169;&#24335;<a class="anchor-link" href="#Review:-APIs-use-HTTP,-HTTP-requests&#30340;&#19981;&#21516;&#27169;&#24335;">&#182;</a></h1><ul>
<li>GET</li>
<li>POST</li>
<li>(optional) DELETE</li>
<li>e.g<ul>
<li><a href="https://westus.dev.cognitive.microsoft.com/docs/services/563879b61984550e40cbbe8d/operations/563879b61984550f30395236">https://westus.dev.cognitive.microsoft.com/docs/services/563879b61984550e40cbbe8d/operations/563879b61984550f30395236</a></li>
</ul>
</li>
</ul>
<p><img src="http://cn.python-requests.org/zh_CN/latest/_static/requests-sidebar.png" alt="Requests"></p>
<hr>
<p>request复习</p>
<ul>
<li><a href="http://cn.python-requests.org/zh_CN/latest/">http://cn.python-requests.org/zh_CN/latest/</a></li>
</ul>

</div>
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<h1 id="&#22914;&#26524;&#26377;SDK-(Software-Developent-Kit)--&gt;-&#19981;&#29992;&#33258;&#24049;&#21483;HTTP-requests">&#22914;&#26524;&#26377;SDK (Software Developent Kit)--&gt; &#19981;&#29992;&#33258;&#24049;&#21483;HTTP requests<a class="anchor-link" href="#&#22914;&#26524;&#26377;SDK-(Software-Developent-Kit)--&gt;-&#19981;&#29992;&#33258;&#24049;&#21483;HTTP-requests">&#182;</a></h1><ul>
<li><a href="https://docs.microsoft.com/zh-cn/azure/cognitive-services/face/quickstarts/python-sdk">Azure API for Cognitive-Face-Python</a></li>
<li>好处: 不用HTTP requests代码</li>
<li>难点: SDK可能需要阅读另外的文档來叫用。若沒有SDK文档，你要自己看懂代碼</li>
</ul>

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<h1 id="&#22914;&#26524;&#19981;&#24819;&#29992;&#65292;&#25105;&#20204;&#36824;&#26159;&#24212;&#35813;&#33258;&#24049;&#23398;&#20250;&#22914;&#20309;&#21483;HTTP-requests">&#22914;&#26524;&#19981;&#24819;&#29992;&#65292;&#25105;&#20204;&#36824;&#26159;&#24212;&#35813;&#33258;&#24049;&#23398;&#20250;&#22914;&#20309;&#21483;HTTP requests<a class="anchor-link" href="#&#22914;&#26524;&#19981;&#24819;&#29992;&#65292;&#25105;&#20204;&#36824;&#26159;&#24212;&#35813;&#33258;&#24049;&#23398;&#20250;&#22914;&#20309;&#21483;HTTP-requests">&#182;</a></h1><ul>
<li>img_url  </li>
</ul>
<p><a href="http://newmedia.nfu.edu.cn/wcy/wp-content/uploads/2018/04/post_20180424__NFU_DoraHacks_imoji%E5%9B%A2%E9%98%9F.jpg">http://newmedia.nfu.edu.cn/wcy/wp-content/uploads/2018/04/post_20180424__NFU_DoraHacks_imoji%E5%9B%A2%E9%98%9F.jpg</a></p>
<p><img src="http://newmedia.nfu.edu.cn/wcy/wp-content/uploads/2018/04/post_20180424__NFU_DoraHacks_imoji%E5%9B%A2%E9%98%9F.jpg" alt="http://newmedia.nfu.edu.cn/wcy/wp-content/uploads/2018/04/post_20180424__NFU_DoraHacks_imoji%E5%9B%A2%E9%98%9F.jpg"></p>

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<h1 id="&#21442;&#32771;API&#25991;&#26723;">&#21442;&#32771;API&#25991;&#26723;<a class="anchor-link" href="#&#21442;&#32771;API&#25991;&#26723;">&#182;</a></h1><ul>
<li><p><a href="https://westus.dev.cognitive.microsoft.com/docs/services/563879b61984550e40cbbe8d/operations/563879b61984550f3039524c">Face API - v1.0</a></p>
</li>
<li><p>[API URL format]</p>
<ul>
<li>Request URL <a href="https://[location].api.cognitive.microsoft.com/face/v1.0/detect[?returnFaceId][&amp;returnFaceLandmarks][&amp;returnFaceAttributes">https://[location].api.cognitive.microsoft.com/face/v1.0/detect[?returnFaceId][&amp;returnFaceLandmarks][&amp;returnFaceAttributes]</a></li>
<li>symbol ?</li>
<li>[location]</li>
<li>base url  <a href="https://[location].api.cognitive.microsoft.com/face/v1.0/detect">https://[location].api.cognitive.microsoft.com/face/v1.0/detect</a></li>
</ul>
</li>
</ul>
<h2 id="Python-Code-sample">Python Code sample<a class="anchor-link" href="#Python-Code-sample">&#182;</a></h2><p>请大家在Azure网站上面找到这两部分内容~我会找同学分享屏幕展示</p>
<div class="highlight"><pre><span></span><span class="c1">########### Python 3.2 #############</span>
<span class="kn">import</span> <span class="nn">http.client</span><span class="o">,</span> <span class="nn">urllib.request</span><span class="o">,</span> <span class="nn">urllib.parse</span><span class="o">,</span> <span class="nn">urllib.error</span><span class="o">,</span> <span class="nn">base64</span>

<span class="n">headers</span> <span class="o">=</span> <span class="p">{</span>
    <span class="c1"># Request headers</span>
    <span class="s1">&#39;Content-Type&#39;</span><span class="p">:</span> <span class="s1">&#39;application/json&#39;</span><span class="p">,</span>
    <span class="s1">&#39;Ocp-Apim-Subscription-Key&#39;</span><span class="p">:</span> <span class="s1">&#39;{subscription key}&#39;</span><span class="p">,</span>
<span class="p">}</span>

<span class="n">params</span> <span class="o">=</span> <span class="n">urllib</span><span class="o">.</span><span class="n">parse</span><span class="o">.</span><span class="n">urlencode</span><span class="p">({</span>
    <span class="c1"># Request parameters</span>
    <span class="s1">&#39;returnFaceId&#39;</span><span class="p">:</span> <span class="s1">&#39;true&#39;</span><span class="p">,</span>
    <span class="s1">&#39;returnFaceLandmarks&#39;</span><span class="p">:</span> <span class="s1">&#39;false&#39;</span><span class="p">,</span>
    <span class="s1">&#39;returnFaceAttributes&#39;</span><span class="p">:</span> <span class="s1">&#39;</span><span class="si">{string}</span><span class="s1">&#39;</span><span class="p">,</span>
<span class="p">})</span>

<span class="k">try</span><span class="p">:</span>
    <span class="n">conn</span> <span class="o">=</span> <span class="n">http</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">HTTPSConnection</span><span class="p">(</span><span class="s1">&#39;westus.api.cognitive.microsoft.com&#39;</span><span class="p">)</span>
    <span class="n">conn</span><span class="o">.</span><span class="n">request</span><span class="p">(</span><span class="s2">&quot;POST&quot;</span><span class="p">,</span> <span class="s2">&quot;/face/v1.0/detect?</span><span class="si">%s</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">params</span><span class="p">,</span> <span class="s2">&quot;</span><span class="si">{body}</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">headers</span><span class="p">)</span>
    <span class="n">response</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">getresponse</span><span class="p">()</span>
    <span class="n">data</span> <span class="o">=</span> <span class="n">response</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
    <span class="n">conn</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
<span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;[Errno </span><span class="si">{0}</span><span class="s2">] </span><span class="si">{1}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">errno</span><span class="p">,</span> <span class="n">e</span><span class="o">.</span><span class="n">strerror</span><span class="p">))</span>
</pre></div>
<hr>
<div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">import</span> <span class="nn">json</span>

<span class="c1"># set to your own subscription key value</span>
<span class="n">subscription_key</span> <span class="o">=</span> <span class="kc">None</span>
<span class="k">assert</span> <span class="n">subscription_key</span>

<span class="c1"># replace &lt;My Endpoint String&gt; with the string from your endpoint URL</span>
<span class="n">face_api_url</span> <span class="o">=</span> <span class="s1">&#39;https://&lt;My Endpoint String&gt;.com/face/v1.0/detect&#39;</span>

<span class="n">image_url</span> <span class="o">=</span> <span class="s1">&#39;https://upload.wikimedia.org/wikipedia/commons/3/37/Dagestani_man_and_woman.jpg&#39;</span>

<span class="n">headers</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Ocp-Apim-Subscription-Key&#39;</span><span class="p">:</span> <span class="n">subscription_key</span><span class="p">}</span>

<span class="n">params</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;returnFaceId&#39;</span><span class="p">:</span> <span class="s1">&#39;true&#39;</span><span class="p">,</span>
    <span class="s1">&#39;returnFaceLandmarks&#39;</span><span class="p">:</span> <span class="s1">&#39;false&#39;</span><span class="p">,</span>
    <span class="c1"># 可选参数,请仔细阅读API文档</span>
    <span class="s1">&#39;returnFaceAttributes&#39;</span><span class="p">:</span> <span class="s1">&#39;age,gender,headPose,smile,facialHair,glasses,emotion,hair,makeup,occlusion,accessories,blur,exposure,noise&#39;</span><span class="p">,</span>
<span class="p">}</span>

<span class="n">response</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="n">face_api_url</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="n">params</span><span class="p">,</span>
                         <span class="n">headers</span><span class="o">=</span><span class="n">headers</span><span class="p">,</span> <span class="n">json</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;url&quot;</span><span class="p">:</span> <span class="n">image_url</span><span class="p">})</span>
<span class="nb">print</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">response</span><span class="o">.</span><span class="n">json</span><span class="p">()))</span>
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<li>1、导入需要的requests模块</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 先导入为们需要的模块</span>
<span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">import</span> <span class="nn">json</span>
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<li>2、输入我们需要API网站注册的API_Key</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">KEY</span> <span class="o">=</span> <span class="s1">&#39;29153ccda10844dfa502a054e03cdd54&#39;</span>  <span class="c1"># Replace with a valid Subscription Key here.</span>
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<li>3、目标url [base url] </li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Base URL,  Request URL中 符号?以前</span>
<span class="n">BASE_URL</span> <span class="o">=</span> <span class="s1">&#39;https://westcentralus.api.cognitive.microsoft.com/face/v1.0/detect&#39;</span> 

<span class="c1"># API KEY 不要用別人的</span>
<span class="n">KEY</span> <span class="o">=</span> <span class="s1">&#39;29153ccda10844dfa502a054e03cdd54&#39;</span>  <span class="c1"># Replace with a valid Subscription Key here.</span>
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<li>4、沿用API文档的示范代码,准备我们的headers和图片(数据)</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 沿用API的示范代碼，{subscription key}用KEY代入</span>
<span class="n">HEADERS</span> <span class="o">=</span> <span class="p">{</span>
    <span class="c1"># Request headers</span>
    <span class="s1">&#39;Content-Type&#39;</span><span class="p">:</span> <span class="s1">&#39;application/json&#39;</span><span class="p">,</span>
    <span class="s1">&#39;Ocp-Apim-Subscription-Key&#39;</span><span class="p">:</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">KEY</span><span class="p">),</span>
<span class="p">}</span>

<span class="n">img_url</span> <span class="o">=</span> <span class="s1">&#39;https://bkimg.cdn.bcebos.com/pic/72f082025aafa40f6d9b4785a464034f78f0190c?x-bce-process=image/resize,m_lfit,w_268,limit_1/format,f_jpg&#39;</span>
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<li><p>5、准备symbol ? 后面的数据,这里需要注意,一定要详细阅读API文档中的 “参数功能”,按照要求格式准备payload</p>
</li>
<li><p>参数功能可能有:</p>
<ul>
<li>1、是否必要?必要的一定要准备好</li>
<li>2、选填的一定是功能,要根据功能需求 好好填噢</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;url&#39;</span><span class="p">:</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">img_url</span><span class="p">),</span>
<span class="p">}</span>
<span class="n">payload</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;returnFaceId&#39;</span><span class="p">:</span> <span class="s1">&#39;true&#39;</span><span class="p">,</span>
    <span class="s1">&#39;returnFaceLandmarks&#39;</span><span class="p">:</span> <span class="s1">&#39;flase&#39;</span><span class="p">,</span>
    <span class="s1">&#39;returnFaceAttributes&#39;</span><span class="p">:</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="s1">&#39;age,gender,glasses,emotion&#39;</span><span class="p">),</span> 
<span class="p">}</span>
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<li><p>6、requests发送我们请求</p>
</li>
<li><p>注意:</p>
<ul>
<li>详细阅读文档,注意请求方式(GET、POST、DELETE)</li>
<li>注意json 和字典的差异 ,str vs dict</li>
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</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 坑。参考http://docs.python-requests.org/zh_CN/latest/user/quickstart.html  【更加复杂的post请求】</span>
<span class="c1"># 差別是 string 字串 vs. dict 字典</span>
<span class="c1"># Azura 使用的是 data = json.dumps(payload) 或 json=payload，data = payload 会出错</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="n">BASE_URL</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">data</span><span class="p">),</span> <span class="n">params</span><span class="o">=</span><span class="n">payload</span><span class="p">,</span> <span class="n">headers</span><span class="o">=</span><span class="n">HEADERS</span><span class="p">)</span>

<span class="n">r</span><span class="o">.</span><span class="n">status_code</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
<span class="n">results</span>
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<pre>[{&#39;faceId&#39;: &#39;f00a3018-81a8-49f9-b8d9-6c6b69cf2717&#39;,
  &#39;faceRectangle&#39;: {&#39;top&#39;: 67, &#39;left&#39;: 147, &#39;width&#39;: 94, &#39;height&#39;: 94},
  &#39;faceAttributes&#39;: {&#39;gender&#39;: &#39;female&#39;,
   &#39;age&#39;: 20.0,
   &#39;glasses&#39;: &#39;NoGlasses&#39;,
   &#39;emotion&#39;: {&#39;anger&#39;: 0.0,
    &#39;contempt&#39;: 0.0,
    &#39;disgust&#39;: 0.0,
    &#39;fear&#39;: 0.0,
    &#39;happiness&#39;: 0.0,
    &#39;neutral&#39;: 0.999,
    &#39;sadness&#39;: 0.001,
    &#39;surprise&#39;: 0.0}}}]</pre>
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<h2 id="&#25343;&#21040;&#25968;&#25454;&#20250;&#19981;&#20250;&#24456;&#24320;&#24515;?-&#19981;&#36807;&#25105;&#20204;&#36824;&#21487;&#20197;&#20570;&#30340;&#26356;&#22909;">&#25343;&#21040;&#25968;&#25454;&#20250;&#19981;&#20250;&#24456;&#24320;&#24515;? &#19981;&#36807;&#25105;&#20204;&#36824;&#21487;&#20197;&#20570;&#30340;&#26356;&#22909;<a class="anchor-link" href="#&#25343;&#21040;&#25968;&#25454;&#20250;&#19981;&#20250;&#24456;&#24320;&#24515;?-&#19981;&#36807;&#25105;&#20204;&#36824;&#21487;&#20197;&#20570;&#30340;&#26356;&#22909;">&#182;</a></h2><ul>
<li>别忘记我们是会基本处理数据的,至少要想到用pandas表格化数据.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="n">df_ax</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">json_normalize</span><span class="p">(</span><span class="n">results</span><span class="p">)</span>
<span class="n">df_ax</span> <span class="o">=</span> <span class="n">df_ax</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span> <span class="n">columns</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;faceAttributes.gender&quot;</span><span class="p">:</span><span class="s2">&quot;性别&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.age&quot;</span><span class="p">:</span><span class="s2">&quot;年龄&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.glasses&quot;</span><span class="p">:</span><span class="s2">&quot;眼镜&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.anger&quot;</span><span class="p">:</span><span class="s2">&quot;生气&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.contempt&quot;</span><span class="p">:</span><span class="s2">&quot;蔑视&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.disgust&quot;</span><span class="p">:</span><span class="s2">&quot;厌恶&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.fear&quot;</span><span class="p">:</span><span class="s2">&quot;恐惧&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.happiness&quot;</span><span class="p">:</span><span class="s2">&quot;高兴&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.neutral&quot;</span><span class="p">:</span><span class="s2">&quot;平静&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.sadness&quot;</span><span class="p">:</span><span class="s2">&quot;伤心&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.surprise&quot;</span><span class="p">:</span><span class="s2">&quot;惊讶&quot;</span><span class="p">,})</span>
<span class="n">df_ax</span> <span class="o">=</span> <span class="n">df_ax</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;faceId&#39;</span><span class="p">)</span>
<span class="n">df_ax</span> <span class="o">=</span> <span class="n">df_ax</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">4</span><span class="p">:]</span>
<span class="n">df_ax</span><span class="o">.</span><span class="n">replace</span><span class="p">({</span><span class="s2">&quot;male&quot;</span><span class="p">:</span><span class="s2">&quot;男性&quot;</span><span class="p">,</span>
              <span class="s2">&quot;female&quot;</span><span class="p">:</span><span class="s2">&quot;女性&quot;</span><span class="p">,</span>
              <span class="s2">&quot;NoGlasses&quot;</span><span class="p">:</span><span class="s2">&quot;没有眼镜&quot;</span><span class="p">,</span>
              <span class="s2">&quot;ReadingGlasses&quot;</span><span class="p">:</span><span class="s2">&quot;戴眼镜&quot;</span><span class="p">})</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>性别</th>
      <th>年龄</th>
      <th>眼镜</th>
      <th>生气</th>
      <th>蔑视</th>
      <th>厌恶</th>
      <th>恐惧</th>
      <th>高兴</th>
      <th>平静</th>
      <th>伤心</th>
      <th>惊讶</th>
    </tr>
    <tr>
      <th>faceId</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>f00a3018-81a8-49f9-b8d9-6c6b69cf2717</th>
      <td>女性</td>
      <td>20.0</td>
      <td>没有眼镜</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.999</td>
      <td>0.001</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
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    <span class="c1"># Request headers</span>
    <span class="s1">&#39;Content-Type&#39;</span><span class="p">:</span> <span class="s1">&#39;application/json&#39;</span><span class="p">,</span>
    <span class="s1">&#39;Ocp-Apim-Subscription-Key&#39;</span><span class="p">:</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">KEY</span><span class="p">),</span>
<span class="p">}</span>

<span class="n">img_url</span> <span class="o">=</span> <span class="s1">&#39;https://ss1.bdstatic.com/70cFvXSh_Q1YnxGkpoWK1HF6hhy/it/u=4065222306,1775359787&amp;fm=26&amp;gp=0.jpg&#39;</span>
<span class="n">data</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;url&#39;</span><span class="p">:</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">img_url</span><span class="p">),</span>
<span class="p">}</span>
<span class="n">payload</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;returnFaceId&#39;</span><span class="p">:</span> <span class="s1">&#39;true&#39;</span><span class="p">,</span>
    <span class="s1">&#39;returnFaceLandmarks&#39;</span><span class="p">:</span> <span class="s1">&#39;flase&#39;</span><span class="p">,</span>
    <span class="s1">&#39;returnFaceAttributes&#39;</span><span class="p">:</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="s1">&#39;age,gender,glasses,emotion&#39;</span><span class="p">),</span> 
<span class="p">}</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="n">BASE_URL</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">data</span><span class="p">),</span> <span class="n">params</span><span class="o">=</span><span class="n">payload</span><span class="p">,</span> <span class="n">headers</span><span class="o">=</span><span class="n">HEADERS</span><span class="p">)</span>

<span class="n">r</span><span class="o">.</span><span class="n">status_code</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
<span class="n">results</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="n">df_ax</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">json_normalize</span><span class="p">(</span><span class="n">results</span><span class="p">)</span>
<span class="n">df_ax</span> <span class="o">=</span> <span class="n">df_ax</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span> <span class="n">columns</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;faceAttributes.gender&quot;</span><span class="p">:</span><span class="s2">&quot;性别&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.age&quot;</span><span class="p">:</span><span class="s2">&quot;年龄&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.glasses&quot;</span><span class="p">:</span><span class="s2">&quot;眼镜&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.anger&quot;</span><span class="p">:</span><span class="s2">&quot;生气&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.contempt&quot;</span><span class="p">:</span><span class="s2">&quot;蔑视&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.disgust&quot;</span><span class="p">:</span><span class="s2">&quot;厌恶&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.fear&quot;</span><span class="p">:</span><span class="s2">&quot;恐惧&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.happiness&quot;</span><span class="p">:</span><span class="s2">&quot;高兴&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.neutral&quot;</span><span class="p">:</span><span class="s2">&quot;平静&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.sadness&quot;</span><span class="p">:</span><span class="s2">&quot;伤心&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.surprise&quot;</span><span class="p">:</span><span class="s2">&quot;惊讶&quot;</span><span class="p">,})</span>
<span class="n">df_ax</span> <span class="o">=</span> <span class="n">df_ax</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;faceId&#39;</span><span class="p">)</span>
<span class="n">df_ax</span> <span class="o">=</span> <span class="n">df_ax</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">4</span><span class="p">:]</span>
<span class="n">df_ax</span><span class="o">.</span><span class="n">replace</span><span class="p">({</span><span class="s2">&quot;male&quot;</span><span class="p">:</span><span class="s2">&quot;男性&quot;</span><span class="p">,</span>
              <span class="s2">&quot;female&quot;</span><span class="p">:</span><span class="s2">&quot;女性&quot;</span><span class="p">,</span>
              <span class="s2">&quot;NoGlasses&quot;</span><span class="p">:</span><span class="s2">&quot;没有眼镜&quot;</span><span class="p">,</span>
              <span class="s2">&quot;ReadingGlasses&quot;</span><span class="p">:</span><span class="s2">&quot;戴眼镜&quot;</span><span class="p">})</span>
</pre></div>

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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>性别</th>
      <th>年龄</th>
      <th>眼镜</th>
      <th>生气</th>
      <th>蔑视</th>
      <th>厌恶</th>
      <th>恐惧</th>
      <th>高兴</th>
      <th>平静</th>
      <th>伤心</th>
      <th>惊讶</th>
    </tr>
    <tr>
      <th>faceId</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>ff219a09-7f15-4bbe-8491-541a9587f8d7</th>
      <td>男性</td>
      <td>21.0</td>
      <td>没有眼镜</td>
      <td>0.000</td>
      <td>0.057</td>
      <td>0.000</td>
      <td>0.0</td>
      <td>0.003</td>
      <td>0.909</td>
      <td>0.030</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>5df9f2b5-3026-42e5-a354-1832da945cb6</th>
      <td>男性</td>
      <td>19.0</td>
      <td>没有眼镜</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.0</td>
      <td>0.000</td>
      <td>0.999</td>
      <td>0.001</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>05a13081-8c6f-4c15-910d-54d8f5020f97</th>
      <td>男性</td>
      <td>22.0</td>
      <td>没有眼镜</td>
      <td>0.001</td>
      <td>0.001</td>
      <td>0.000</td>
      <td>0.0</td>
      <td>0.000</td>
      <td>0.995</td>
      <td>0.000</td>
      <td>0.002</td>
    </tr>
    <tr>
      <th>722bdfb3-d8f2-4f4d-b492-415dd5ef8184</th>
      <td>男性</td>
      <td>19.0</td>
      <td>没有眼镜</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.0</td>
      <td>0.000</td>
      <td>0.999</td>
      <td>0.001</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>eefd26f9-efca-4bec-96e0-a4565939bda7</th>
      <td>男性</td>
      <td>19.0</td>
      <td>没有眼镜</td>
      <td>0.004</td>
      <td>0.095</td>
      <td>0.001</td>
      <td>0.0</td>
      <td>0.023</td>
      <td>0.841</td>
      <td>0.036</td>
      <td>0.000</td>
    </tr>
  </tbody>
</table>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">HEADERS</span> <span class="o">=</span> <span class="p">{</span>
    <span class="c1"># Request headers</span>
    <span class="s1">&#39;Content-Type&#39;</span><span class="p">:</span> <span class="s1">&#39;application/json&#39;</span><span class="p">,</span>
    <span class="s1">&#39;Ocp-Apim-Subscription-Key&#39;</span><span class="p">:</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">KEY</span><span class="p">),</span>
<span class="p">}</span>

<span class="n">img_url</span> <span class="o">=</span> <span class="s1">&#39;https://timgsa.baidu.com/timg?image&amp;quality=80&amp;size=b9999_10000&amp;sec=1586945725714&amp;di=f3317bc4a0a747123291988dcb6b2e23&amp;imgtype=0&amp;src=http%3A</span><span class="si">%2F%2F</span><span class="s1">i1.hdslb.com</span><span class="si">%2F</span><span class="s1">bfs</span><span class="si">%2F</span><span class="s1">archive</span><span class="si">%2F</span><span class="s1">14a4879949f56e81d04f198f8feec9fe8481e134.jpg&#39;</span>
<span class="n">data</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;url&#39;</span><span class="p">:</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">img_url</span><span class="p">),</span>
<span class="p">}</span>
<span class="n">payload</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;returnFaceId&#39;</span><span class="p">:</span> <span class="s1">&#39;true&#39;</span><span class="p">,</span>
    <span class="s1">&#39;returnFaceLandmarks&#39;</span><span class="p">:</span> <span class="s1">&#39;flase&#39;</span><span class="p">,</span>
    <span class="s1">&#39;returnFaceAttributes&#39;</span><span class="p">:</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="s1">&#39;age,gender,glasses,emotion&#39;</span><span class="p">),</span> 
<span class="p">}</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="n">BASE_URL</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">data</span><span class="p">),</span> <span class="n">params</span><span class="o">=</span><span class="n">payload</span><span class="p">,</span> <span class="n">headers</span><span class="o">=</span><span class="n">HEADERS</span><span class="p">)</span>

<span class="n">r</span><span class="o">.</span><span class="n">status_code</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
<span class="n">results</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="n">df_ax</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">json_normalize</span><span class="p">(</span><span class="n">results</span><span class="p">)</span>
<span class="n">df_ax</span> <span class="o">=</span> <span class="n">df_ax</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span> <span class="n">columns</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;faceAttributes.gender&quot;</span><span class="p">:</span><span class="s2">&quot;性别&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.age&quot;</span><span class="p">:</span><span class="s2">&quot;年龄&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.glasses&quot;</span><span class="p">:</span><span class="s2">&quot;眼镜&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.anger&quot;</span><span class="p">:</span><span class="s2">&quot;生气&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.contempt&quot;</span><span class="p">:</span><span class="s2">&quot;蔑视&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.disgust&quot;</span><span class="p">:</span><span class="s2">&quot;厌恶&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.fear&quot;</span><span class="p">:</span><span class="s2">&quot;恐惧&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.happiness&quot;</span><span class="p">:</span><span class="s2">&quot;高兴&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.neutral&quot;</span><span class="p">:</span><span class="s2">&quot;平静&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.sadness&quot;</span><span class="p">:</span><span class="s2">&quot;伤心&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;faceAttributes.emotion.surprise&quot;</span><span class="p">:</span><span class="s2">&quot;惊讶&quot;</span><span class="p">,})</span>
<span class="n">df_ax</span> <span class="o">=</span> <span class="n">df_ax</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;faceId&#39;</span><span class="p">)</span>
<span class="n">df_ax</span> <span class="o">=</span> <span class="n">df_ax</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">4</span><span class="p">:]</span>
<span class="n">df_ax</span><span class="o">.</span><span class="n">replace</span><span class="p">({</span><span class="s2">&quot;male&quot;</span><span class="p">:</span><span class="s2">&quot;男性&quot;</span><span class="p">,</span>
              <span class="s2">&quot;female&quot;</span><span class="p">:</span><span class="s2">&quot;女性&quot;</span><span class="p">,</span>
              <span class="s2">&quot;NoGlasses&quot;</span><span class="p">:</span><span class="s2">&quot;没有眼镜&quot;</span><span class="p">,</span>
              <span class="s2">&quot;ReadingGlasses&quot;</span><span class="p">:</span><span class="s2">&quot;戴眼镜&quot;</span><span class="p">})</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>性别</th>
      <th>年龄</th>
      <th>眼镜</th>
      <th>生气</th>
      <th>蔑视</th>
      <th>厌恶</th>
      <th>恐惧</th>
      <th>高兴</th>
      <th>平静</th>
      <th>伤心</th>
      <th>惊讶</th>
    </tr>
    <tr>
      <th>faceId</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>b15cdf35-0a5a-4c1f-8c0d-dc67323ca85c</th>
      <td>男性</td>
      <td>21.0</td>
      <td>没有眼镜</td>
      <td>0.052</td>
      <td>0.135</td>
      <td>0.039</td>
      <td>0.208</td>
      <td>0.002</td>
      <td>0.119</td>
      <td>0.078</td>
      <td>0.368</td>
    </tr>
    <tr>
      <th>59e97e12-f52d-48e8-ae91-99612b1d43b2</th>
      <td>男性</td>
      <td>26.0</td>
      <td>没有眼镜</td>
      <td>0.003</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.012</td>
      <td>0.003</td>
      <td>0.002</td>
      <td>0.000</td>
      <td>0.979</td>
    </tr>
    <tr>
      <th>7b4a6eaa-3dd6-4524-8737-dfaabba0d02c</th>
      <td>男性</td>
      <td>29.0</td>
      <td>没有眼镜</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.014</td>
      <td>0.000</td>
      <td>0.334</td>
      <td>0.119</td>
      <td>0.532</td>
    </tr>
    <tr>
      <th>154ba136-9109-428c-bc29-096ad1392d8f</th>
      <td>男性</td>
      <td>30.0</td>
      <td>没有眼镜</td>
      <td>0.006</td>
      <td>0.004</td>
      <td>0.002</td>
      <td>0.113</td>
      <td>0.002</td>
      <td>0.103</td>
      <td>0.003</td>
      <td>0.766</td>
    </tr>
  </tbody>
</table>
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<ul>
<li>由于我Azure免费已过期，无法给大家展示Azure，我将用face++用同样的6个步骤给大家展示
#  face++ Detect API(面部检测) 示范6个步骤</li>
</ul>

</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 1、先导入为们需要的模块</span>
<span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>

<span class="n">api_secret</span> <span class="o">=</span> <span class="s2">&quot;wNF6ttK27a80mJeeWjsQGp0-z_em0-xh&quot;</span>
<span class="c1"># 2、输入我们API_Key</span>
<span class="n">api_key</span> <span class="o">=</span> <span class="s1">&#39;yM-xzOuQcB6s4ssvOZkKuFhCY2isLUST&#39;</span>  <span class="c1"># Replace with a valid Subscription Key here.</span>


<span class="c1"># 3、目标url</span>
<span class="c1"># 这里也可以使用本地图片 例如：filepath =&quot;image/tupian.jpg&quot;</span>
<span class="n">BASE_URL</span> <span class="o">=</span> <span class="s1">&#39;https://api-cn.faceplusplus.com/facepp/v3/detect&#39;</span> 
<span class="n">img_url</span> <span class="o">=</span> <span class="s1">&#39;https://wxt.sinaimg.cn/thumb300/b26538a1ly1g6bxcgsmgkj20ts0jsdkm.jpg?tags=%5B%5D&#39;</span>
<span class="c1"># 4、沿用API文档的示范代码,准备我们的headers和图片(数据)</span>

<span class="n">headers</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;Content-Type&#39;</span><span class="p">:</span> <span class="s1">&#39;application/json&#39;</span><span class="p">,</span>
<span class="p">}</span>

<span class="c1"># 5、准备symbol ? 后面的数据</span>

<span class="n">payload</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s2">&quot;image_url&quot;</span><span class="p">:</span><span class="n">img_url</span><span class="p">,</span>
    <span class="s1">&#39;api_key&#39;</span><span class="p">:</span> <span class="n">api_key</span><span class="p">,</span>
    <span class="s1">&#39;api_secret&#39;</span><span class="p">:</span> <span class="n">api_secret</span><span class="p">,</span>
    <span class="s1">&#39;return_attributes&#39;</span><span class="p">:</span><span class="s1">&#39;gender,age,eyestatus,smiling,emotion&#39;</span><span class="p">,</span> 
<span class="p">}</span>

<span class="c1">#  6、requests发送我们请求</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="n">BASE_URL</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="n">payload</span><span class="p">,</span> <span class="n">headers</span><span class="o">=</span><span class="n">headers</span><span class="p">)</span>

<span class="n">r</span><span class="o">.</span><span class="n">status_code</span>
<span class="n">r</span><span class="o">.</span><span class="n">json</span>
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<pre>&lt;bound method Response.json of &lt;Response [200]&gt;&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">results</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
<span class="n">results</span>

<span class="n">face_pd</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">json_normalize</span><span class="p">(</span><span class="n">results</span><span class="p">,</span><span class="n">record_path</span><span class="o">=</span><span class="s1">&#39;faces&#39;</span><span class="p">)</span>

<span class="n">face_pd</span> <span class="o">=</span> <span class="n">face_pd</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span> <span class="n">columns</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;attributes.gender.value&quot;</span><span class="p">:</span><span class="s2">&quot;性别&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.age.value&quot;</span><span class="p">:</span><span class="s2">&quot;年龄&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.glass.value&quot;</span><span class="p">:</span><span class="s2">&quot;眼镜&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.smile.value&quot;</span><span class="p">:</span><span class="s2">&quot;笑容值&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.smile.threshold&quot;</span><span class="p">:</span><span class="s2">&quot;笑容&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.anger&quot;</span><span class="p">:</span><span class="s2">&quot;生气&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.disgust&quot;</span><span class="p">:</span><span class="s2">&quot;厌恶&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.fear&quot;</span><span class="p">:</span><span class="s2">&quot;恐惧&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.happiness&quot;</span><span class="p">:</span><span class="s2">&quot;高兴&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.neutral&quot;</span><span class="p">:</span><span class="s2">&quot;平静&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.sadness&quot;</span><span class="p">:</span><span class="s2">&quot;伤心&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.surprise&quot;</span><span class="p">:</span><span class="s2">&quot;惊讶&quot;</span><span class="p">,})</span>
<span class="n">face_pd</span> <span class="o">=</span> <span class="n">face_pd</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;face_token&#39;</span><span class="p">)</span>
<span class="n">face_pd</span><span class="o">.</span><span class="n">replace</span><span class="p">({</span><span class="s2">&quot;Male&quot;</span><span class="p">:</span><span class="s2">&quot;男性&quot;</span><span class="p">,</span>
              <span class="s2">&quot;Female&quot;</span><span class="p">:</span><span class="s2">&quot;女性&quot;</span><span class="p">,</span>
              <span class="s2">&quot;None&quot;</span><span class="p">:</span><span class="s2">&quot;没有眼镜&quot;</span><span class="p">,</span>
              <span class="s2">&quot;Dark&quot;</span><span class="p">:</span><span class="s2">&quot;戴墨镜&quot;</span><span class="p">,</span>
                 <span class="s2">&quot;Normal&quot;</span><span class="p">:</span><span class="s2">&quot;戴普通眼镜&quot;</span><span class="p">})</span>
</pre></div>

    </div>
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<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[69]:</div>



<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>face_rectangle.top</th>
      <th>face_rectangle.left</th>
      <th>face_rectangle.width</th>
      <th>face_rectangle.height</th>
      <th>性别</th>
      <th>年龄</th>
      <th>笑容值</th>
      <th>笑容</th>
      <th>attributes.eyestatus.left_eye_status.no_glass_eye_open</th>
      <th>attributes.eyestatus.left_eye_status.no_glass_eye_close</th>
      <th>...</th>
      <th>attributes.eyestatus.right_eye_status.dark_glasses</th>
      <th>attributes.eyestatus.right_eye_status.occlusion</th>
      <th>生气</th>
      <th>厌恶</th>
      <th>恐惧</th>
      <th>高兴</th>
      <th>平静</th>
      <th>伤心</th>
      <th>惊讶</th>
      <th>眼镜</th>
    </tr>
    <tr>
      <th>face_token</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>6801493e90861c254cda7033d869b5d2</th>
      <td>103</td>
      <td>135</td>
      <td>75</td>
      <td>75</td>
      <td>女性</td>
      <td>22</td>
      <td>32.327</td>
      <td>50.0</td>
      <td>95.271</td>
      <td>0.007</td>
      <td>...</td>
      <td>0.017</td>
      <td>2.063</td>
      <td>0.432</td>
      <td>0.362</td>
      <td>5.852</td>
      <td>13.773</td>
      <td>49.341</td>
      <td>28.522</td>
      <td>1.716</td>
      <td>没有眼镜</td>
    </tr>
  </tbody>
</table>
<p>1 rows × 28 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
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<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 1、先导入为们需要的模块</span>
<span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>

<span class="n">api_secret</span> <span class="o">=</span> <span class="s2">&quot;wNF6ttK27a80mJeeWjsQGp0-z_em0-xh&quot;</span>
<span class="c1"># 2、输入我们API_Key</span>
<span class="n">api_key</span> <span class="o">=</span> <span class="s1">&#39;yM-xzOuQcB6s4ssvOZkKuFhCY2isLUST&#39;</span>  <span class="c1"># Replace with a valid Subscription Key here.</span>


<span class="c1"># 3、目标url</span>
<span class="c1"># 这里也可以使用本地图片 例如：filepath =&quot;image/tupian.jpg&quot;</span>
<span class="n">BASE_URL</span> <span class="o">=</span> <span class="s1">&#39;https://api-cn.faceplusplus.com/facepp/v3/detect&#39;</span> 
<span class="n">img_url</span> <span class="o">=</span> <span class="s1">&#39;https://timgsa.baidu.com/timg?image&amp;quality=80&amp;size=b9999_10000&amp;sec=1586945725714&amp;di=f3317bc4a0a747123291988dcb6b2e23&amp;imgtype=0&amp;src=http%3A</span><span class="si">%2F%2F</span><span class="s1">i1.hdslb.com</span><span class="si">%2F</span><span class="s1">bfs</span><span class="si">%2F</span><span class="s1">archive</span><span class="si">%2F</span><span class="s1">14a4879949f56e81d04f198f8feec9fe8481e134.jpg&#39;</span>
<span class="c1"># 4、沿用API文档的示范代码,准备我们的headers和图片(数据)</span>

<span class="n">headers</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;Content-Type&#39;</span><span class="p">:</span> <span class="s1">&#39;application/json&#39;</span><span class="p">,</span>
<span class="p">}</span>

<span class="c1"># 5、准备symbol ? 后面的数据</span>

<span class="n">payload</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s2">&quot;image_url&quot;</span><span class="p">:</span><span class="n">img_url</span><span class="p">,</span>
    <span class="s1">&#39;api_key&#39;</span><span class="p">:</span> <span class="n">api_key</span><span class="p">,</span>
    <span class="s1">&#39;api_secret&#39;</span><span class="p">:</span> <span class="n">api_secret</span><span class="p">,</span>
    <span class="s1">&#39;return_attributes&#39;</span><span class="p">:</span><span class="s1">&#39;gender,age,eyestatus,smiling,emotion&#39;</span><span class="p">,</span> 
<span class="p">}</span>

<span class="c1">#  6、requests发送我们请求</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="n">BASE_URL</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="n">payload</span><span class="p">,</span> <span class="n">headers</span><span class="o">=</span><span class="n">headers</span><span class="p">)</span>

<span class="n">r</span><span class="o">.</span><span class="n">status_code</span>
<span class="n">r</span><span class="o">.</span><span class="n">json</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
<span class="n">results</span>

<span class="n">face_pd</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">json_normalize</span><span class="p">(</span><span class="n">results</span><span class="p">,</span><span class="n">record_path</span><span class="o">=</span><span class="s1">&#39;faces&#39;</span><span class="p">)</span>

<span class="n">face_pd</span> <span class="o">=</span> <span class="n">face_pd</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span> <span class="n">columns</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;attributes.gender.value&quot;</span><span class="p">:</span><span class="s2">&quot;性别&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.age.value&quot;</span><span class="p">:</span><span class="s2">&quot;年龄&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.glass.value&quot;</span><span class="p">:</span><span class="s2">&quot;眼镜&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.smile.value&quot;</span><span class="p">:</span><span class="s2">&quot;笑容值&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.smile.threshold&quot;</span><span class="p">:</span><span class="s2">&quot;笑容&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.anger&quot;</span><span class="p">:</span><span class="s2">&quot;生气&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.disgust&quot;</span><span class="p">:</span><span class="s2">&quot;厌恶&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.fear&quot;</span><span class="p">:</span><span class="s2">&quot;恐惧&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.happiness&quot;</span><span class="p">:</span><span class="s2">&quot;高兴&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.neutral&quot;</span><span class="p">:</span><span class="s2">&quot;平静&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.sadness&quot;</span><span class="p">:</span><span class="s2">&quot;伤心&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.surprise&quot;</span><span class="p">:</span><span class="s2">&quot;惊讶&quot;</span><span class="p">,})</span>
<span class="n">face_pd</span> <span class="o">=</span> <span class="n">face_pd</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;face_token&#39;</span><span class="p">)</span>
<span class="n">face_pd</span><span class="o">.</span><span class="n">replace</span><span class="p">({</span><span class="s2">&quot;Male&quot;</span><span class="p">:</span><span class="s2">&quot;男性&quot;</span><span class="p">,</span>
              <span class="s2">&quot;Female&quot;</span><span class="p">:</span><span class="s2">&quot;女性&quot;</span><span class="p">,</span>
              <span class="s2">&quot;None&quot;</span><span class="p">:</span><span class="s2">&quot;没有眼镜&quot;</span><span class="p">,</span>
              <span class="s2">&quot;Dark&quot;</span><span class="p">:</span><span class="s2">&quot;戴墨镜&quot;</span><span class="p">,</span>
                 <span class="s2">&quot;Normal&quot;</span><span class="p">:</span><span class="s2">&quot;戴普通眼镜&quot;</span><span class="p">})</span>
</pre></div>

    </div>
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<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[86]:</div>



<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>face_rectangle.top</th>
      <th>face_rectangle.left</th>
      <th>face_rectangle.width</th>
      <th>face_rectangle.height</th>
      <th>性别</th>
      <th>年龄</th>
      <th>笑容值</th>
      <th>笑容</th>
      <th>attributes.eyestatus.left_eye_status.no_glass_eye_open</th>
      <th>attributes.eyestatus.left_eye_status.no_glass_eye_close</th>
      <th>...</th>
      <th>attributes.eyestatus.right_eye_status.dark_glasses</th>
      <th>attributes.eyestatus.right_eye_status.occlusion</th>
      <th>生气</th>
      <th>厌恶</th>
      <th>恐惧</th>
      <th>高兴</th>
      <th>平静</th>
      <th>伤心</th>
      <th>惊讶</th>
      <th>眼镜</th>
    </tr>
    <tr>
      <th>face_token</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0c7c007b60df0dbec33f1f030aa5d101</th>
      <td>140</td>
      <td>339</td>
      <td>120</td>
      <td>120</td>
      <td>女性</td>
      <td>26</td>
      <td>0.022</td>
      <td>50.0</td>
      <td>99.962</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.000</td>
      <td>0.012</td>
      <td>4.090</td>
      <td>0.028</td>
      <td>0.017</td>
      <td>0.079</td>
      <td>0.017</td>
      <td>0.323</td>
      <td>95.446</td>
      <td>没有眼镜</td>
    </tr>
    <tr>
      <th>61c14496fe7e988a52e0e15c02203706</th>
      <td>328</td>
      <td>624</td>
      <td>120</td>
      <td>120</td>
      <td>男性</td>
      <td>22</td>
      <td>0.001</td>
      <td>50.0</td>
      <td>99.937</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.001</td>
      <td>0.005</td>
      <td>83.902</td>
      <td>0.001</td>
      <td>0.005</td>
      <td>16.077</td>
      <td>0.008</td>
      <td>没有眼镜</td>
    </tr>
    <tr>
      <th>7ebe666e24acf40c23361bd69db1539e</th>
      <td>118</td>
      <td>495</td>
      <td>117</td>
      <td>117</td>
      <td>女性</td>
      <td>36</td>
      <td>0.024</td>
      <td>50.0</td>
      <td>99.992</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.000</td>
      <td>0.001</td>
      <td>5.107</td>
      <td>33.437</td>
      <td>0.006</td>
      <td>0.026</td>
      <td>0.006</td>
      <td>0.076</td>
      <td>61.342</td>
      <td>没有眼镜</td>
    </tr>
    <tr>
      <th>597c04c950a54fe0fe64c5e75027bf30</th>
      <td>115</td>
      <td>726</td>
      <td>92</td>
      <td>92</td>
      <td>女性</td>
      <td>44</td>
      <td>0.551</td>
      <td>50.0</td>
      <td>94.974</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.014</td>
      <td>0.002</td>
      <td>0.012</td>
      <td>0.189</td>
      <td>1.358</td>
      <td>0.512</td>
      <td>0.042</td>
      <td>0.060</td>
      <td>97.828</td>
      <td>没有眼镜</td>
    </tr>
  </tbody>
</table>
<p>4 rows × 28 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[88]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 1、先导入为们需要的模块</span>
<span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>

<span class="n">api_secret</span> <span class="o">=</span> <span class="s2">&quot;wNF6ttK27a80mJeeWjsQGp0-z_em0-xh&quot;</span>
<span class="c1"># 2、输入我们API_Key</span>
<span class="n">api_key</span> <span class="o">=</span> <span class="s1">&#39;yM-xzOuQcB6s4ssvOZkKuFhCY2isLUST&#39;</span>  <span class="c1"># Replace with a valid Subscription Key here.</span>


<span class="c1"># 3、目标url</span>
<span class="c1"># 这里也可以使用本地图片 例如：filepath =&quot;image/tupian.jpg&quot;</span>
<span class="n">BASE_URL</span> <span class="o">=</span> <span class="s1">&#39;https://api-cn.faceplusplus.com/facepp/v3/detect&#39;</span> 
<span class="n">img_url</span> <span class="o">=</span> <span class="s1">&#39;https://timgsa.baidu.com/timg?image&amp;quality=80&amp;size=b9999_10000&amp;sec=1586946702204&amp;di=cd3d6d211b88fa07e83ff117cf8208c1&amp;imgtype=0&amp;src=http%3A</span><span class="si">%2F%2F</span><span class="s1">i0.hdslb.com</span><span class="si">%2F</span><span class="s1">bfs</span><span class="si">%2F</span><span class="s1">archive</span><span class="si">%2F</span><span class="s1">1e18eb3d02664816ff9357efafd82fec150e1d7a.jpg&#39;</span>
<span class="c1"># 4、沿用API文档的示范代码,准备我们的headers和图片(数据)</span>

<span class="n">headers</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;Content-Type&#39;</span><span class="p">:</span> <span class="s1">&#39;application/json&#39;</span><span class="p">,</span>
<span class="p">}</span>

<span class="c1"># 5、准备symbol ? 后面的数据</span>

<span class="n">payload</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s2">&quot;image_url&quot;</span><span class="p">:</span><span class="n">img_url</span><span class="p">,</span>
    <span class="s1">&#39;api_key&#39;</span><span class="p">:</span> <span class="n">api_key</span><span class="p">,</span>
    <span class="s1">&#39;api_secret&#39;</span><span class="p">:</span> <span class="n">api_secret</span><span class="p">,</span>
    <span class="s1">&#39;return_attributes&#39;</span><span class="p">:</span><span class="s1">&#39;gender,age,eyestatus,smiling,emotion&#39;</span><span class="p">,</span> 
<span class="p">}</span>

<span class="c1">#  6、requests发送我们请求</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="n">BASE_URL</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="n">payload</span><span class="p">,</span> <span class="n">headers</span><span class="o">=</span><span class="n">headers</span><span class="p">)</span>

<span class="n">r</span><span class="o">.</span><span class="n">status_code</span>
<span class="n">r</span><span class="o">.</span><span class="n">json</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
<span class="n">results</span>

<span class="n">face_pd</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">json_normalize</span><span class="p">(</span><span class="n">results</span><span class="p">,</span><span class="n">record_path</span><span class="o">=</span><span class="s1">&#39;faces&#39;</span><span class="p">)</span>

<span class="n">face_pd</span> <span class="o">=</span> <span class="n">face_pd</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span> <span class="n">columns</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;attributes.gender.value&quot;</span><span class="p">:</span><span class="s2">&quot;性别&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.age.value&quot;</span><span class="p">:</span><span class="s2">&quot;年龄&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.glass.value&quot;</span><span class="p">:</span><span class="s2">&quot;眼镜&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.smile.value&quot;</span><span class="p">:</span><span class="s2">&quot;笑容值&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.smile.threshold&quot;</span><span class="p">:</span><span class="s2">&quot;笑容&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.anger&quot;</span><span class="p">:</span><span class="s2">&quot;生气&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.disgust&quot;</span><span class="p">:</span><span class="s2">&quot;厌恶&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.fear&quot;</span><span class="p">:</span><span class="s2">&quot;恐惧&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.happiness&quot;</span><span class="p">:</span><span class="s2">&quot;高兴&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.neutral&quot;</span><span class="p">:</span><span class="s2">&quot;平静&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.sadness&quot;</span><span class="p">:</span><span class="s2">&quot;伤心&quot;</span><span class="p">,</span>
                                <span class="s2">&quot;attributes.emotion.surprise&quot;</span><span class="p">:</span><span class="s2">&quot;惊讶&quot;</span><span class="p">,})</span>
<span class="n">face_pd</span> <span class="o">=</span> <span class="n">face_pd</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;face_token&#39;</span><span class="p">)</span>
<span class="n">face_pd</span><span class="o">.</span><span class="n">replace</span><span class="p">({</span><span class="s2">&quot;Male&quot;</span><span class="p">:</span><span class="s2">&quot;男性&quot;</span><span class="p">,</span>
              <span class="s2">&quot;Female&quot;</span><span class="p">:</span><span class="s2">&quot;女性&quot;</span><span class="p">,</span>
              <span class="s2">&quot;None&quot;</span><span class="p">:</span><span class="s2">&quot;没有眼镜&quot;</span><span class="p">,</span>
              <span class="s2">&quot;Dark&quot;</span><span class="p">:</span><span class="s2">&quot;戴墨镜&quot;</span><span class="p">,</span>
                 <span class="s2">&quot;Normal&quot;</span><span class="p">:</span><span class="s2">&quot;戴普通眼镜&quot;</span><span class="p">})</span>
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    }

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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>face_rectangle.top</th>
      <th>face_rectangle.left</th>
      <th>face_rectangle.width</th>
      <th>face_rectangle.height</th>
      <th>性别</th>
      <th>年龄</th>
      <th>笑容值</th>
      <th>笑容</th>
      <th>attributes.eyestatus.left_eye_status.no_glass_eye_open</th>
      <th>attributes.eyestatus.left_eye_status.no_glass_eye_close</th>
      <th>...</th>
      <th>attributes.eyestatus.right_eye_status.dark_glasses</th>
      <th>attributes.eyestatus.right_eye_status.occlusion</th>
      <th>生气</th>
      <th>厌恶</th>
      <th>恐惧</th>
      <th>高兴</th>
      <th>平静</th>
      <th>伤心</th>
      <th>惊讶</th>
      <th>眼镜</th>
    </tr>
    <tr>
      <th>face_token</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>d184210e5d5e3a44dcbbfa5ab1911f8c</th>
      <td>232</td>
      <td>1215</td>
      <td>92</td>
      <td>92</td>
      <td>女性</td>
      <td>20</td>
      <td>1.648</td>
      <td>50.0</td>
      <td>92.967</td>
      <td>0.0</td>
      <td>...</td>
      <td>19.346</td>
      <td>80.281</td>
      <td>0.017</td>
      <td>0.017</td>
      <td>0.038</td>
      <td>0.845</td>
      <td>3.725</td>
      <td>95.342</td>
      <td>0.017</td>
      <td>没有眼镜</td>
    </tr>
    <tr>
      <th>c6b53649a6082458e8a80534bb4300e7</th>
      <td>245</td>
      <td>369</td>
      <td>91</td>
      <td>91</td>
      <td>女性</td>
      <td>24</td>
      <td>0.006</td>
      <td>50.0</td>
      <td>99.750</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.106</td>
      <td>0.661</td>
      <td>0.002</td>
      <td>0.023</td>
      <td>0.002</td>
      <td>0.018</td>
      <td>99.825</td>
      <td>0.042</td>
      <td>0.087</td>
      <td>没有眼镜</td>
    </tr>
    <tr>
      <th>71b7c111ae1738a4b38c8979fee85e7a</th>
      <td>238</td>
      <td>167</td>
      <td>89</td>
      <td>89</td>
      <td>男性</td>
      <td>22</td>
      <td>3.838</td>
      <td>50.0</td>
      <td>47.665</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.000</td>
      <td>0.001</td>
      <td>7.476</td>
      <td>0.016</td>
      <td>0.016</td>
      <td>0.478</td>
      <td>91.980</td>
      <td>0.016</td>
      <td>0.016</td>
      <td>没有眼镜</td>
    </tr>
    <tr>
      <th>6e75a9d5e07db837230d6a3bdeadfc08</th>
      <td>217</td>
      <td>610</td>
      <td>88</td>
      <td>88</td>
      <td>女性</td>
      <td>27</td>
      <td>0.138</td>
      <td>50.0</td>
      <td>99.127</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.110</td>
      <td>0.346</td>
      <td>0.049</td>
      <td>0.021</td>
      <td>0.021</td>
      <td>0.035</td>
      <td>75.939</td>
      <td>23.835</td>
      <td>0.100</td>
      <td>没有眼镜</td>
    </tr>
    <tr>
      <th>f66b226ae3dc80b1711f8357934c4039</th>
      <td>229</td>
      <td>919</td>
      <td>87</td>
      <td>87</td>
      <td>男性</td>
      <td>21</td>
      <td>1.356</td>
      <td>50.0</td>
      <td>0.376</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.004</td>
      <td>0.001</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.004</td>
      <td>0.002</td>
      <td>99.985</td>
      <td>0.007</td>
      <td>0.000</td>
      <td>戴墨镜</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 28 columns</p>
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<h2 id="&#35201;&#22914;&#20309;&#31616;&#21270;&#27492;&#25968;&#25454;&#26041;&#20415;&#20351;&#29992;?">&#35201;&#22914;&#20309;&#31616;&#21270;&#27492;&#25968;&#25454;&#26041;&#20415;&#20351;&#29992;?<a class="anchor-link" href="#&#35201;&#22914;&#20309;&#31616;&#21270;&#27492;&#25968;&#25454;&#26041;&#20415;&#20351;&#29992;?">&#182;</a></h2><ul>
<li>pandas !!</li>
<li>json_normalize：<ul>
<li><a href="https://github.com/pandas-dev/pandas/blob/v1.0.3/pandas/io/json/_normalize.py#L114-L358">json_normalize github</a></li>
</ul>
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<h3 id="face_rectangle-(json_normalize&#26041;&#27861;)-pandas&#40657;&#39764;&#27861;">face_rectangle (json_normalize&#26041;&#27861;) pandas&#40657;&#39764;&#27861;<a class="anchor-link" href="#face_rectangle-(json_normalize&#26041;&#27861;)-pandas&#40657;&#39764;&#27861;">&#182;</a></h3><ul>
<li>先针对这变量看观察</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="c1"># from pandas.io.json import json_normalize</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># results[&#39;faces&#39;]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">json_normalize</span><span class="p">(</span><span class="n">results</span><span class="p">,</span><span class="n">record_path</span><span class="o">=</span><span class="s1">&#39;faces&#39;</span><span class="p">)</span>
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<table border="1" class="dataframe">
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      <th></th>
      <th>face_token</th>
      <th>face_rectangle.top</th>
      <th>face_rectangle.left</th>
      <th>face_rectangle.width</th>
      <th>face_rectangle.height</th>
      <th>attributes.gender.value</th>
      <th>attributes.age.value</th>
      <th>attributes.smile.value</th>
      <th>attributes.smile.threshold</th>
      <th>attributes.eyestatus.left_eye_status.no_glass_eye_open</th>
      <th>...</th>
      <th>attributes.eyestatus.right_eye_status.dark_glasses</th>
      <th>attributes.eyestatus.right_eye_status.occlusion</th>
      <th>attributes.emotion.anger</th>
      <th>attributes.emotion.disgust</th>
      <th>attributes.emotion.fear</th>
      <th>attributes.emotion.happiness</th>
      <th>attributes.emotion.neutral</th>
      <th>attributes.emotion.sadness</th>
      <th>attributes.emotion.surprise</th>
      <th>attributes.glass.value</th>
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  </thead>
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    <tr>
      <th>0</th>
      <td>6801493e90861c254cda7033d869b5d2</td>
      <td>103</td>
      <td>135</td>
      <td>75</td>
      <td>75</td>
      <td>Female</td>
      <td>22</td>
      <td>32.327</td>
      <td>50.0</td>
      <td>95.271</td>
      <td>...</td>
      <td>0.017</td>
      <td>2.063</td>
      <td>0.432</td>
      <td>0.362</td>
      <td>5.852</td>
      <td>13.773</td>
      <td>49.341</td>
      <td>28.522</td>
      <td>1.716</td>
      <td>None</td>
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<p>1 rows × 29 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_face_rectangle</span> <span class="o">=</span> <span class="n">df</span><span class="p">[[</span><span class="s1">&#39;face_token&#39;</span><span class="p">,</span><span class="s1">&#39;face_rectangle.top&#39;</span><span class="p">,</span><span class="s1">&#39;face_rectangle.left&#39;</span><span class="p">,</span><span class="s1">&#39;face_rectangle.width&#39;</span><span class="p">,</span><span class="s1">&#39;face_rectangle.height&#39;</span><span class="p">]]</span>
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<h3 id="face_rectangle-(pandas&#24120;&#35268;&#26041;&#27861;)">face_rectangle (pandas&#24120;&#35268;&#26041;&#27861;)<a class="anchor-link" href="#face_rectangle-(pandas&#24120;&#35268;&#26041;&#27861;)">&#182;</a></h3><ul>
<li>先针对这变量看观察</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 立马试试pd.DataFrame 並观察</span>
<span class="n">faces_data</span> <span class="o">=</span> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;faces&#39;</span><span class="p">]</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">faces_data</span><span class="p">)</span>
<span class="n">df</span>

<span class="c1"># attributes, face_rectangle, face_token</span>
<span class="c1"># 查一下API文檔</span>
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      <th>0</th>
      <td>6801493e90861c254cda7033d869b5d2</td>
      <td>{'top': 103, 'left': 135, 'width': 75, 'height...</td>
      <td>{'gender': {'value': 'Female'}, 'age': {'value...</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 取变量 (pandas cheetsheet)</span>
<span class="n">df</span><span class="p">[</span><span class="s2">&quot;face_rectangle&quot;</span><span class="p">]</span>
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<pre>0    {&#39;top&#39;: 103, &#39;left&#39;: 135, &#39;width&#39;: 75, &#39;height...
Name: face_rectangle, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;face_rectangle&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()</span>
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<pre>{0: {&#39;top&#39;: 103, &#39;left&#39;: 135, &#39;width&#39;: 75, &#39;height&#39;: 75}}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;face_rectangle&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">to_dict</span><span class="p">())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;face_rectangle&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">to_dict</span><span class="p">())</span><span class="o">.</span><span class="n">T</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_rect</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;face_rectangle&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">to_dict</span><span class="p">())</span><span class="o">.</span><span class="n">T</span>
<span class="c1"># 欄位名稱加上 face_rectangle </span>
<span class="n">df_rect</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span> <span class="s2">&quot;face_rectangle_&quot;</span><span class="o">+</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">df_rect</span><span class="o">.</span><span class="n">columns</span><span class="p">]</span>
<span class="n">df_rect</span>
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      <th></th>
      <th>face_rectangle_height</th>
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      <th>face_rectangle_width</th>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 使用.join合併</span>
<span class="n">df</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">df_rect</span><span class="p">)</span>
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      <th>face_token</th>
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      <th>attributes</th>
      <th>face_rectangle_height</th>
      <th>face_rectangle_left</th>
      <th>face_rectangle_top</th>
      <th>face_rectangle_width</th>
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      <td>6801493e90861c254cda7033d869b5d2</td>
      <td>{'top': 103, 'left': 135, 'width': 75, 'height...</td>
      <td>{'gender': {'value': 'Female'}, 'age': {'value...</td>
      <td>75</td>
      <td>135</td>
      <td>103</td>
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<h3 id="face_rectangle">face_rectangle<a class="anchor-link" href="#face_rectangle">&#182;</a></h3><ul>
<li>該你了</li>
<li>如何類似手法，運用你pandas的知識，抽出 attributes的數據</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span>
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<pre>0    {&#39;gender&#39;: {&#39;value&#39;: &#39;Female&#39;}, &#39;age&#39;: {&#39;value...
Name: attributes, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">4</span><span class="p">][</span><span class="s1">&#39;emotion&#39;</span><span class="p">]</span>
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<span class="ansi-red-intense-fg ansi-bold">---------------------------------------------------------------------------</span>
<span class="ansi-red-intense-fg ansi-bold">ValueError</span>                                Traceback (most recent call last)
<span class="ansi-green-intense-fg ansi-bold">D:\anaconda\lib\site-packages\pandas\core\indexes\range.py</span> in <span class="ansi-cyan-fg">get_loc</span><span class="ansi-blue-intense-fg ansi-bold">(self, key, method, tolerance)</span>
<span class="ansi-green-fg">    349</span>             <span class="ansi-green-intense-fg ansi-bold">try</span><span class="ansi-yellow-intense-fg ansi-bold">:</span>
<span class="ansi-green-intense-fg ansi-bold">--&gt; 350</span><span class="ansi-yellow-intense-fg ansi-bold">                 </span><span class="ansi-green-intense-fg ansi-bold">return</span> self<span class="ansi-yellow-intense-fg ansi-bold">.</span>_range<span class="ansi-yellow-intense-fg ansi-bold">.</span>index<span class="ansi-yellow-intense-fg ansi-bold">(</span>new_key<span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-fg">    351</span>             <span class="ansi-green-intense-fg ansi-bold">except</span> ValueError<span class="ansi-yellow-intense-fg ansi-bold">:</span>

<span class="ansi-red-intense-fg ansi-bold">ValueError</span>: 4 is not in range

During handling of the above exception, another exception occurred:

<span class="ansi-red-intense-fg ansi-bold">KeyError</span>                                  Traceback (most recent call last)
<span class="ansi-green-intense-fg ansi-bold">&lt;ipython-input-83-ff1be086bc6e&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span>
<span class="ansi-green-intense-fg ansi-bold">----&gt; 1</span><span class="ansi-yellow-intense-fg ansi-bold"> </span>df<span class="ansi-yellow-intense-fg ansi-bold">[</span><span class="ansi-blue-intense-fg ansi-bold">&#34;attributes&#34;</span><span class="ansi-yellow-intense-fg ansi-bold">]</span><span class="ansi-yellow-intense-fg ansi-bold">.</span>loc<span class="ansi-yellow-intense-fg ansi-bold">[</span><span class="ansi-cyan-intense-fg ansi-bold">4</span><span class="ansi-yellow-intense-fg ansi-bold">]</span><span class="ansi-yellow-intense-fg ansi-bold">[</span><span class="ansi-blue-intense-fg ansi-bold">&#39;emotion&#39;</span><span class="ansi-yellow-intense-fg ansi-bold">]</span>

<span class="ansi-green-intense-fg ansi-bold">D:\anaconda\lib\site-packages\pandas\core\indexing.py</span> in <span class="ansi-cyan-fg">__getitem__</span><span class="ansi-blue-intense-fg ansi-bold">(self, key)</span>
<span class="ansi-green-fg">   1766</span> 
<span class="ansi-green-fg">   1767</span>             maybe_callable <span class="ansi-yellow-intense-fg ansi-bold">=</span> com<span class="ansi-yellow-intense-fg ansi-bold">.</span>apply_if_callable<span class="ansi-yellow-intense-fg ansi-bold">(</span>key<span class="ansi-yellow-intense-fg ansi-bold">,</span> self<span class="ansi-yellow-intense-fg ansi-bold">.</span>obj<span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-intense-fg ansi-bold">-&gt; 1768</span><span class="ansi-yellow-intense-fg ansi-bold">             </span><span class="ansi-green-intense-fg ansi-bold">return</span> self<span class="ansi-yellow-intense-fg ansi-bold">.</span>_getitem_axis<span class="ansi-yellow-intense-fg ansi-bold">(</span>maybe_callable<span class="ansi-yellow-intense-fg ansi-bold">,</span> axis<span class="ansi-yellow-intense-fg ansi-bold">=</span>axis<span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-fg">   1769</span> 
<span class="ansi-green-fg">   1770</span>     <span class="ansi-green-intense-fg ansi-bold">def</span> _is_scalar_access<span class="ansi-yellow-intense-fg ansi-bold">(</span>self<span class="ansi-yellow-intense-fg ansi-bold">,</span> key<span class="ansi-yellow-intense-fg ansi-bold">:</span> Tuple<span class="ansi-yellow-intense-fg ansi-bold">)</span><span class="ansi-yellow-intense-fg ansi-bold">:</span>

<span class="ansi-green-intense-fg ansi-bold">D:\anaconda\lib\site-packages\pandas\core\indexing.py</span> in <span class="ansi-cyan-fg">_getitem_axis</span><span class="ansi-blue-intense-fg ansi-bold">(self, key, axis)</span>
<span class="ansi-green-fg">   1963</span>         <span class="ansi-red-intense-fg ansi-bold"># fall thru to straight lookup</span>
<span class="ansi-green-fg">   1964</span>         self<span class="ansi-yellow-intense-fg ansi-bold">.</span>_validate_key<span class="ansi-yellow-intense-fg ansi-bold">(</span>key<span class="ansi-yellow-intense-fg ansi-bold">,</span> axis<span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-intense-fg ansi-bold">-&gt; 1965</span><span class="ansi-yellow-intense-fg ansi-bold">         </span><span class="ansi-green-intense-fg ansi-bold">return</span> self<span class="ansi-yellow-intense-fg ansi-bold">.</span>_get_label<span class="ansi-yellow-intense-fg ansi-bold">(</span>key<span class="ansi-yellow-intense-fg ansi-bold">,</span> axis<span class="ansi-yellow-intense-fg ansi-bold">=</span>axis<span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-fg">   1966</span> 
<span class="ansi-green-fg">   1967</span> 

<span class="ansi-green-intense-fg ansi-bold">D:\anaconda\lib\site-packages\pandas\core\indexing.py</span> in <span class="ansi-cyan-fg">_get_label</span><span class="ansi-blue-intense-fg ansi-bold">(self, label, axis)</span>
<span class="ansi-green-fg">    619</span>             <span class="ansi-red-intense-fg ansi-bold"># but will fail when the index is not present</span>
<span class="ansi-green-fg">    620</span>             <span class="ansi-red-intense-fg ansi-bold"># see GH5667</span>
<span class="ansi-green-intense-fg ansi-bold">--&gt; 621</span><span class="ansi-yellow-intense-fg ansi-bold">             </span><span class="ansi-green-intense-fg ansi-bold">return</span> self<span class="ansi-yellow-intense-fg ansi-bold">.</span>obj<span class="ansi-yellow-intense-fg ansi-bold">.</span>_xs<span class="ansi-yellow-intense-fg ansi-bold">(</span>label<span class="ansi-yellow-intense-fg ansi-bold">,</span> axis<span class="ansi-yellow-intense-fg ansi-bold">=</span>axis<span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-fg">    622</span>         <span class="ansi-green-intense-fg ansi-bold">elif</span> isinstance<span class="ansi-yellow-intense-fg ansi-bold">(</span>label<span class="ansi-yellow-intense-fg ansi-bold">,</span> tuple<span class="ansi-yellow-intense-fg ansi-bold">)</span> <span class="ansi-green-intense-fg ansi-bold">and</span> isinstance<span class="ansi-yellow-intense-fg ansi-bold">(</span>label<span class="ansi-yellow-intense-fg ansi-bold">[</span>axis<span class="ansi-yellow-intense-fg ansi-bold">]</span><span class="ansi-yellow-intense-fg ansi-bold">,</span> slice<span class="ansi-yellow-intense-fg ansi-bold">)</span><span class="ansi-yellow-intense-fg ansi-bold">:</span>
<span class="ansi-green-fg">    623</span>             <span class="ansi-green-intense-fg ansi-bold">raise</span> IndexingError<span class="ansi-yellow-intense-fg ansi-bold">(</span><span class="ansi-blue-intense-fg ansi-bold">&#34;no slices here, handle elsewhere&#34;</span><span class="ansi-yellow-intense-fg ansi-bold">)</span>

<span class="ansi-green-intense-fg ansi-bold">D:\anaconda\lib\site-packages\pandas\core\generic.py</span> in <span class="ansi-cyan-fg">xs</span><span class="ansi-blue-intense-fg ansi-bold">(self, key, axis, level, drop_level)</span>
<span class="ansi-green-fg">   3535</span>             loc<span class="ansi-yellow-intense-fg ansi-bold">,</span> new_index <span class="ansi-yellow-intense-fg ansi-bold">=</span> self<span class="ansi-yellow-intense-fg ansi-bold">.</span>index<span class="ansi-yellow-intense-fg ansi-bold">.</span>get_loc_level<span class="ansi-yellow-intense-fg ansi-bold">(</span>key<span class="ansi-yellow-intense-fg ansi-bold">,</span> drop_level<span class="ansi-yellow-intense-fg ansi-bold">=</span>drop_level<span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-fg">   3536</span>         <span class="ansi-green-intense-fg ansi-bold">else</span><span class="ansi-yellow-intense-fg ansi-bold">:</span>
<span class="ansi-green-intense-fg ansi-bold">-&gt; 3537</span><span class="ansi-yellow-intense-fg ansi-bold">             </span>loc <span class="ansi-yellow-intense-fg ansi-bold">=</span> self<span class="ansi-yellow-intense-fg ansi-bold">.</span>index<span class="ansi-yellow-intense-fg ansi-bold">.</span>get_loc<span class="ansi-yellow-intense-fg ansi-bold">(</span>key<span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-fg">   3538</span> 
<span class="ansi-green-fg">   3539</span>             <span class="ansi-green-intense-fg ansi-bold">if</span> isinstance<span class="ansi-yellow-intense-fg ansi-bold">(</span>loc<span class="ansi-yellow-intense-fg ansi-bold">,</span> np<span class="ansi-yellow-intense-fg ansi-bold">.</span>ndarray<span class="ansi-yellow-intense-fg ansi-bold">)</span><span class="ansi-yellow-intense-fg ansi-bold">:</span>

<span class="ansi-green-intense-fg ansi-bold">D:\anaconda\lib\site-packages\pandas\core\indexes\range.py</span> in <span class="ansi-cyan-fg">get_loc</span><span class="ansi-blue-intense-fg ansi-bold">(self, key, method, tolerance)</span>
<span class="ansi-green-fg">    350</span>                 <span class="ansi-green-intense-fg ansi-bold">return</span> self<span class="ansi-yellow-intense-fg ansi-bold">.</span>_range<span class="ansi-yellow-intense-fg ansi-bold">.</span>index<span class="ansi-yellow-intense-fg ansi-bold">(</span>new_key<span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-fg">    351</span>             <span class="ansi-green-intense-fg ansi-bold">except</span> ValueError<span class="ansi-yellow-intense-fg ansi-bold">:</span>
<span class="ansi-green-intense-fg ansi-bold">--&gt; 352</span><span class="ansi-yellow-intense-fg ansi-bold">                 </span><span class="ansi-green-intense-fg ansi-bold">raise</span> KeyError<span class="ansi-yellow-intense-fg ansi-bold">(</span>key<span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-fg">    353</span>         <span class="ansi-green-intense-fg ansi-bold">return</span> super<span class="ansi-yellow-intense-fg ansi-bold">(</span><span class="ansi-yellow-intense-fg ansi-bold">)</span><span class="ansi-yellow-intense-fg ansi-bold">.</span>get_loc<span class="ansi-yellow-intense-fg ansi-bold">(</span>key<span class="ansi-yellow-intense-fg ansi-bold">,</span> method<span class="ansi-yellow-intense-fg ansi-bold">=</span>method<span class="ansi-yellow-intense-fg ansi-bold">,</span> tolerance<span class="ansi-yellow-intense-fg ansi-bold">=</span>tolerance<span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-fg">    354</span> 

<span class="ansi-red-intense-fg ansi-bold">KeyError</span>: 4</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">type</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;emotion&#39;</span><span class="p">])</span>
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<pre>dict</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">5</span><span class="p">][</span><span class="s1">&#39;emotion&#39;</span><span class="p">]</span>
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<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
<span class="ansi-red-fg">TypeError</span>                                 Traceback (most recent call last)
<span class="ansi-green-fg">&lt;ipython-input-16-af72a7c61d0b&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span><span class="ansi-blue-fg">()</span>
<span class="ansi-green-fg">----&gt; 1</span><span class="ansi-red-fg"> </span>df<span class="ansi-blue-fg">[</span><span class="ansi-blue-fg">&#34;attributes&#34;</span><span class="ansi-blue-fg">]</span><span class="ansi-blue-fg">.</span>loc<span class="ansi-blue-fg">[</span><span class="ansi-cyan-fg">5</span><span class="ansi-blue-fg">]</span><span class="ansi-blue-fg">[</span><span class="ansi-blue-fg">&#39;emotion&#39;</span><span class="ansi-blue-fg">]</span>

<span class="ansi-red-fg">TypeError</span>: &#39;float&#39; object is not subscriptable</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>  <span class="c1"># missing value np.nan</span>
<span class="n">missing_value</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;emotion&quot;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;sadness&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">,</span> <span class="s1">&#39;neutral&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">,</span> <span class="s1">&#39;disgust&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">,</span> <span class="s1">&#39;anger&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">,</span> <span class="s1">&#39;surprise&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">,</span> <span class="s1">&#39;fear&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">,</span> <span class="s1">&#39;happiness&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">}}</span>
<span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">missing_value</span><span class="p">)</span>
<span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span>
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<pre>0    {&#39;gender&#39;: {&#39;value&#39;: &#39;Male&#39;}, &#39;age&#39;: {&#39;value&#39;:...
1    {&#39;gender&#39;: {&#39;value&#39;: &#39;Female&#39;}, &#39;age&#39;: {&#39;value...
2    {&#39;gender&#39;: {&#39;value&#39;: &#39;Male&#39;}, &#39;age&#39;: {&#39;value&#39;:...
3    {&#39;gender&#39;: {&#39;value&#39;: &#39;Female&#39;}, &#39;age&#39;: {&#39;value...
4    {&#39;gender&#39;: {&#39;value&#39;: &#39;Female&#39;}, &#39;age&#39;: {&#39;value...
5                                                  NaN
Name: attributes, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s2">&quot;&quot;</span><span class="p">)</span>
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<pre>0    {&#39;gender&#39;: {&#39;value&#39;: &#39;Male&#39;}, &#39;age&#39;: {&#39;value&#39;:...
1    {&#39;gender&#39;: {&#39;value&#39;: &#39;Female&#39;}, &#39;age&#39;: {&#39;value...
2    {&#39;gender&#39;: {&#39;value&#39;: &#39;Male&#39;}, &#39;age&#39;: {&#39;value&#39;:...
3    {&#39;gender&#39;: {&#39;value&#39;: &#39;Female&#39;}, &#39;age&#39;: {&#39;value...
4    {&#39;gender&#39;: {&#39;value&#39;: &#39;Female&#39;}, &#39;age&#39;: {&#39;value...
5                                                     
Name: attributes, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
    <span class="c1"># print (i,df[&quot;attributes&quot;].loc[i][&quot;emotion&quot;])</span>
    <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;emotion&quot;</span><span class="p">)</span>  <span class="p">)</span>
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<pre>0 {&#39;anger&#39;: 0.059, &#39;disgust&#39;: 0.059, &#39;fear&#39;: 0.059, &#39;happiness&#39;: 42.275, &#39;neutral&#39;: 52.466, &#39;sadness&#39;: 4.903, &#39;surprise&#39;: 0.179}
1 {&#39;anger&#39;: 0.169, &#39;disgust&#39;: 7.346, &#39;fear&#39;: 0.137, &#39;happiness&#39;: 17.673, &#39;neutral&#39;: 8.043, &#39;sadness&#39;: 66.494, &#39;surprise&#39;: 0.137}
2 {&#39;anger&#39;: 0.0, &#39;disgust&#39;: 0.0, &#39;fear&#39;: 0.0, &#39;happiness&#39;: 99.996, &#39;neutral&#39;: 0.001, &#39;sadness&#39;: 0.002, &#39;surprise&#39;: 0.001}
3 {&#39;anger&#39;: 0.0, &#39;disgust&#39;: 0.001, &#39;fear&#39;: 0.0, &#39;happiness&#39;: 99.99, &#39;neutral&#39;: 0.009, &#39;sadness&#39;: 0.0, &#39;surprise&#39;: 0.0}
4 {&#39;anger&#39;: 0.001, &#39;disgust&#39;: 0.001, &#39;fear&#39;: 0.027, &#39;happiness&#39;: 99.933, &#39;neutral&#39;: 0.027, &#39;sadness&#39;: 0.01, &#39;surprise&#39;: 0.001}
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<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
<span class="ansi-red-fg">AttributeError</span>                            Traceback (most recent call last)
<span class="ansi-green-fg">&lt;ipython-input-20-fd62967a3348&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span><span class="ansi-blue-fg">()</span>
<span class="ansi-green-intense-fg ansi-bold">      1</span> <span class="ansi-green-fg">for</span> i <span class="ansi-green-fg">in</span> df<span class="ansi-blue-fg">[</span><span class="ansi-blue-fg">&#34;attributes&#34;</span><span class="ansi-blue-fg">]</span><span class="ansi-blue-fg">.</span>index<span class="ansi-blue-fg">:</span>
<span class="ansi-green-intense-fg ansi-bold">      2</span>     <span class="ansi-red-fg"># print (i,df[&#34;attributes&#34;].loc[i][&#34;emotion&#34;])</span>
<span class="ansi-green-fg">----&gt; 3</span><span class="ansi-red-fg">     </span>print <span class="ansi-blue-fg">(</span>i<span class="ansi-blue-fg">,</span>df<span class="ansi-blue-fg">[</span><span class="ansi-blue-fg">&#34;attributes&#34;</span><span class="ansi-blue-fg">]</span><span class="ansi-blue-fg">.</span>loc<span class="ansi-blue-fg">[</span>i<span class="ansi-blue-fg">]</span><span class="ansi-blue-fg">.</span>get<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">&#34;emotion&#34;</span><span class="ansi-blue-fg">)</span>  <span class="ansi-blue-fg">)</span>

<span class="ansi-red-fg">AttributeError</span>: &#39;float&#39; object has no attribute &#39;get&#39;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">type</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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<pre>dict</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s2">&quot;emotion&quot;</span><span class="p">]</span> <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>  <span class="ow">is</span> <span class="nb">dict</span> <span class="k">else</span> <span class="n">missing_value</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">index</span> <span class="p">]</span>
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<pre>[{&#39;sadness&#39;: 4.92,
  &#39;neutral&#39;: 52.431,
  &#39;disgust&#39;: 0.059,
  &#39;anger&#39;: 0.059,
  &#39;surprise&#39;: 0.179,
  &#39;fear&#39;: 0.059,
  &#39;happiness&#39;: 42.294},
 {&#39;sadness&#39;: 66.519,
  &#39;neutral&#39;: 8.067,
  &#39;disgust&#39;: 7.28,
  &#39;anger&#39;: 0.169,
  &#39;surprise&#39;: 0.138,
  &#39;fear&#39;: 0.138,
  &#39;happiness&#39;: 17.689},
 {&#39;sadness&#39;: 0.002,
  &#39;neutral&#39;: 0.001,
  &#39;disgust&#39;: 0.0,
  &#39;anger&#39;: 0.0,
  &#39;surprise&#39;: 0.001,
  &#39;fear&#39;: 0.0,
  &#39;happiness&#39;: 99.996},
 {&#39;sadness&#39;: 0.0,
  &#39;neutral&#39;: 0.009,
  &#39;disgust&#39;: 0.001,
  &#39;anger&#39;: 0.0,
  &#39;surprise&#39;: 0.0,
  &#39;fear&#39;: 0.0,
  &#39;happiness&#39;: 99.99},
 {&#39;sadness&#39;: 0.01,
  &#39;neutral&#39;: 0.027,
  &#39;disgust&#39;: 0.001,
  &#39;anger&#39;: 0.001,
  &#39;surprise&#39;: 0.001,
  &#39;fear&#39;: 0.027,
  &#39;happiness&#39;: 99.933},
 {&#39;emotion&#39;: {&#39;sadness&#39;: nan,
   &#39;neutral&#39;: nan,
   &#39;disgust&#39;: nan,
   &#39;anger&#39;: nan,
   &#39;surprise&#39;: nan,
   &#39;fear&#39;: nan,
   &#39;happiness&#39;: nan}}]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_attr_emotion</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s2">&quot;emotion&quot;</span><span class="p">]</span> <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>  <span class="ow">is</span> <span class="nb">dict</span> <span class="k">else</span> <span class="n">missing_value</span><span class="p">[</span><span class="s1">&#39;emotion&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;attributes&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">index</span> <span class="p">])</span>
<span class="c1"># 欄位名稱加上 face_rectangle </span>
<span class="n">df_attr_emotion</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span> <span class="s2">&quot;attributes_emotion_&quot;</span><span class="o">+</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">df_attr_emotion</span><span class="o">.</span><span class="n">columns</span><span class="p">]</span>
<span class="n">df_attr_emotion</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>attributes_emotion_sadness</th>
      <th>attributes_emotion_neutral</th>
      <th>attributes_emotion_disgust</th>
      <th>attributes_emotion_anger</th>
      <th>attributes_emotion_surprise</th>
      <th>attributes_emotion_fear</th>
      <th>attributes_emotion_happiness</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>4.920</td>
      <td>52.431</td>
      <td>0.059</td>
      <td>0.059</td>
      <td>0.179</td>
      <td>0.059</td>
      <td>42.294</td>
    </tr>
    <tr>
      <th>1</th>
      <td>66.519</td>
      <td>8.067</td>
      <td>7.280</td>
      <td>0.169</td>
      <td>0.138</td>
      <td>0.138</td>
      <td>17.689</td>
    </tr>
    <tr>
      <th>2</th>
      <td>0.002</td>
      <td>0.001</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.001</td>
      <td>0.000</td>
      <td>99.996</td>
    </tr>
    <tr>
      <th>3</th>
      <td>0.000</td>
      <td>0.009</td>
      <td>0.001</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>99.990</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0.010</td>
      <td>0.027</td>
      <td>0.001</td>
      <td>0.001</td>
      <td>0.001</td>
      <td>0.027</td>
      <td>99.933</td>
    </tr>
    <tr>
      <th>5</th>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">hashlib</span>  
<span class="kn">import</span> <span class="nn">time</span>  
<span class="kn">import</span> <span class="nn">random</span>  
<span class="kn">import</span> <span class="nn">string</span>
<span class="kn">import</span> <span class="nn">requests</span>  
<span class="kn">import</span> <span class="nn">base64</span>  
<span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="kn">import</span> <span class="n">urlencode</span>
<span class="kn">import</span> <span class="nn">json</span> <span class="c1">#用于post后得到的字符串到字典的转换</span>

<span class="n">app_id</span> <span class="o">=</span> <span class="s1">&#39;2131774151&#39;</span> 
<span class="n">app_key</span> <span class="o">=</span> <span class="s1">&#39;vA91kKiCgF9JJDfT&#39;</span>


<span class="k">def</span> <span class="nf">get_params</span><span class="p">(</span><span class="n">img</span><span class="p">):</span>                         <span class="c1">#鉴权计算并返回请求参数</span>
    <span class="c1">#请求时间戳（秒级），用于防止请求重放（保证签名5分钟有效</span>
    <span class="n">time_stamp</span><span class="o">=</span><span class="nb">str</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()))</span> 
    <span class="c1">#请求随机字符串，用于保证签名不可预测,16代表16位</span>
    <span class="n">nonce_str</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">string</span><span class="o">.</span><span class="n">ascii_letters</span> <span class="o">+</span> <span class="n">string</span><span class="o">.</span><span class="n">digits</span><span class="p">,</span> <span class="mi">16</span><span class="p">))</span>

    <span class="n">params</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;app_id&#39;</span><span class="p">:</span><span class="n">app_id</span><span class="p">,</span>                <span class="c1">#请求包，需要根据不同的任务修改，基本相同</span>
              <span class="s1">&#39;image&#39;</span><span class="p">:</span><span class="n">img</span><span class="p">,</span>                    <span class="c1">#文字类的任务可能是‘text’，由主函数传递进来</span>
              <span class="s1">&#39;mode&#39;</span><span class="p">:</span><span class="s1">&#39;0&#39;</span> <span class="p">,</span>                    <span class="c1">#身份证件类可能是&#39;card_type&#39;</span>
              <span class="s1">&#39;time_stamp&#39;</span><span class="p">:</span><span class="n">time_stamp</span><span class="p">,</span>        <span class="c1">#时间戳，都一样</span>
              <span class="s1">&#39;nonce_str&#39;</span><span class="p">:</span><span class="n">nonce_str</span><span class="p">,</span>          <span class="c1">#随机字符串，都一样</span>
              <span class="c1">#&#39;sign&#39;:&#39;&#39;                      #签名不参与鉴权计算，只是列出来示意</span>
             <span class="p">}</span>

    <span class="n">sort_dict</span><span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">params</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">item</span><span class="p">:</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">reverse</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>  <span class="c1">#字典排序</span>
    <span class="n">sort_dict</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="s1">&#39;app_key&#39;</span><span class="p">,</span><span class="n">app_key</span><span class="p">))</span>   <span class="c1">#尾部添加appkey</span>
    <span class="n">rawtext</span><span class="o">=</span> <span class="n">urlencode</span><span class="p">(</span><span class="n">sort_dict</span><span class="p">)</span><span class="o">.</span><span class="n">encode</span><span class="p">()</span>  <span class="c1">#urlencod编码</span>
    <span class="n">sha</span> <span class="o">=</span> <span class="n">hashlib</span><span class="o">.</span><span class="n">md5</span><span class="p">()</span>    
    <span class="n">sha</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">rawtext</span><span class="p">)</span>
    <span class="n">md5text</span><span class="o">=</span> <span class="n">sha</span><span class="o">.</span><span class="n">hexdigest</span><span class="p">()</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>        <span class="c1">#MD5加密计算</span>
    <span class="n">params</span><span class="p">[</span><span class="s1">&#39;sign&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">md5text</span>                  <span class="c1">#将签名赋值到sign</span>
    <span class="k">return</span>  <span class="n">params</span>                          <span class="c1">#返回请求包</span>

<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="sa">r</span><span class="s2">&quot;C:\Users\ASUS\Desktop\yuyan.jpg&quot;</span><span class="p">,</span><span class="s2">&quot;rb&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
    <span class="n">base64_data</span> <span class="o">=</span> <span class="n">base64</span><span class="o">.</span><span class="n">b64encode</span><span class="p">(</span><span class="n">f</span><span class="o">.</span><span class="n">read</span><span class="p">())</span>


<span class="n">params</span> <span class="o">=</span> <span class="n">get_params</span><span class="p">(</span><span class="n">base64_data</span><span class="p">)</span>    <span class="c1">#获取鉴权签名并获取请求参数</span>

<span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://api.ai.qq.com/fcgi-bin/face/face_detectface&quot;</span>  <span class="c1"># 人脸分析</span>
    <span class="c1">#检测给定图片（Image）中的所有人脸（Face）的位置和相应的面部属性。位置包括（x, y, w, h），面部属性包括性别（gender）, 年龄（age）, 表情（expression）, 魅力（beauty）, 眼镜（glass）和姿态（pitch，roll，yaw）   </span>
<span class="n">res</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="n">url</span><span class="p">,</span><span class="n">params</span><span class="p">)</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
<span class="n">res</span>
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<pre>{&#39;ret&#39;: 0,
 &#39;msg&#39;: &#39;ok&#39;,
 &#39;data&#39;: {&#39;image_width&#39;: 320,
  &#39;image_height&#39;: 180,
  &#39;face_list&#39;: [{&#39;face_id&#39;: &#39;3595841850264538331&#39;,
    &#39;x&#39;: 141,
    &#39;y&#39;: 50,
    &#39;width&#39;: 60,
    &#39;height&#39;: 60,
    &#39;gender&#39;: 0,
    &#39;age&#39;: 19,
    &#39;expression&#39;: 0,
    &#39;beauty&#39;: 96,
    &#39;glass&#39;: 0,
    &#39;pitch&#39;: 7,
    &#39;yaw&#39;: 8,
    &#39;roll&#39;: -5,
    &#39;face_shape&#39;: {&#39;face_profile&#39;: [{&#39;x&#39;: 144, &#39;y&#39;: 69},
      {&#39;x&#39;: 144, &#39;y&#39;: 74},
      {&#39;x&#39;: 144, &#39;y&#39;: 80},
      {&#39;x&#39;: 145, &#39;y&#39;: 85},
      {&#39;x&#39;: 147, &#39;y&#39;: 90},
      {&#39;x&#39;: 149, &#39;y&#39;: 95},
      {&#39;x&#39;: 153, &#39;y&#39;: 100},
      {&#39;x&#39;: 157, &#39;y&#39;: 103},
      {&#39;x&#39;: 161, &#39;y&#39;: 107},
      {&#39;x&#39;: 166, &#39;y&#39;: 109},
      {&#39;x&#39;: 171, &#39;y&#39;: 110},
      {&#39;x&#39;: 176, &#39;y&#39;: 108},
      {&#39;x&#39;: 179, &#39;y&#39;: 105},
      {&#39;x&#39;: 182, &#39;y&#39;: 102},
      {&#39;x&#39;: 185, &#39;y&#39;: 98},
      {&#39;x&#39;: 188, &#39;y&#39;: 94},
      {&#39;x&#39;: 190, &#39;y&#39;: 90},
      {&#39;x&#39;: 192, &#39;y&#39;: 85},
      {&#39;x&#39;: 193, &#39;y&#39;: 81},
      {&#39;x&#39;: 194, &#39;y&#39;: 76},
      {&#39;x&#39;: 194, &#39;y&#39;: 72}],
     &#39;left_eye&#39;: [{&#39;x&#39;: 155, &#39;y&#39;: 69},
      {&#39;x&#39;: 158, &#39;y&#39;: 71},
      {&#39;x&#39;: 160, &#39;y&#39;: 72},
      {&#39;x&#39;: 163, &#39;y&#39;: 72},
      {&#39;x&#39;: 166, &#39;y&#39;: 71},
      {&#39;x&#39;: 164, &#39;y&#39;: 69},
      {&#39;x&#39;: 161, &#39;y&#39;: 67},
      {&#39;x&#39;: 158, &#39;y&#39;: 67}],
     &#39;right_eye&#39;: [{&#39;x&#39;: 189, &#39;y&#39;: 72},
      {&#39;x&#39;: 187, &#39;y&#39;: 73},
      {&#39;x&#39;: 185, &#39;y&#39;: 74},
      {&#39;x&#39;: 183, &#39;y&#39;: 73},
      {&#39;x&#39;: 181, &#39;y&#39;: 72},
      {&#39;x&#39;: 183, &#39;y&#39;: 70},
      {&#39;x&#39;: 185, &#39;y&#39;: 69},
      {&#39;x&#39;: 188, &#39;y&#39;: 70}],
     &#39;left_eyebrow&#39;: [{&#39;x&#39;: 152, &#39;y&#39;: 62},
      {&#39;x&#39;: 156, &#39;y&#39;: 62},
      {&#39;x&#39;: 161, &#39;y&#39;: 62},
      {&#39;x&#39;: 165, &#39;y&#39;: 63},
      {&#39;x&#39;: 169, &#39;y&#39;: 64},
      {&#39;x&#39;: 166, &#39;y&#39;: 61},
      {&#39;x&#39;: 161, &#39;y&#39;: 59},
      {&#39;x&#39;: 156, &#39;y&#39;: 59}],
     &#39;right_eyebrow&#39;: [{&#39;x&#39;: 193, &#39;y&#39;: 65},
      {&#39;x&#39;: 190, &#39;y&#39;: 64},
      {&#39;x&#39;: 186, &#39;y&#39;: 64},
      {&#39;x&#39;: 183, &#39;y&#39;: 64},
      {&#39;x&#39;: 180, &#39;y&#39;: 64},
      {&#39;x&#39;: 183, &#39;y&#39;: 62},
      {&#39;x&#39;: 187, &#39;y&#39;: 62},
      {&#39;x&#39;: 190, &#39;y&#39;: 62}],
     &#39;mouth&#39;: [{&#39;x&#39;: 164, &#39;y&#39;: 97},
      {&#39;x&#39;: 166, &#39;y&#39;: 99},
      {&#39;x&#39;: 169, &#39;y&#39;: 100},
      {&#39;x&#39;: 172, &#39;y&#39;: 101},
      {&#39;x&#39;: 174, &#39;y&#39;: 100},
      {&#39;x&#39;: 177, &#39;y&#39;: 99},
      {&#39;x&#39;: 178, &#39;y&#39;: 97},
      {&#39;x&#39;: 177, &#39;y&#39;: 95},
      {&#39;x&#39;: 174, &#39;y&#39;: 93},
      {&#39;x&#39;: 172, &#39;y&#39;: 94},
      {&#39;x&#39;: 170, &#39;y&#39;: 93},
      {&#39;x&#39;: 167, &#39;y&#39;: 95},
      {&#39;x&#39;: 167, &#39;y&#39;: 97},
      {&#39;x&#39;: 169, &#39;y&#39;: 97},
      {&#39;x&#39;: 172, &#39;y&#39;: 97},
      {&#39;x&#39;: 174, &#39;y&#39;: 97},
      {&#39;x&#39;: 176, &#39;y&#39;: 97},
      {&#39;x&#39;: 176, &#39;y&#39;: 97},
      {&#39;x&#39;: 174, &#39;y&#39;: 96},
      {&#39;x&#39;: 172, &#39;y&#39;: 96},
      {&#39;x&#39;: 169, &#39;y&#39;: 96},
      {&#39;x&#39;: 167, &#39;y&#39;: 96}],
     &#39;nose&#39;: [{&#39;x&#39;: 174, &#39;y&#39;: 85},
      {&#39;x&#39;: 174, &#39;y&#39;: 71},
      {&#39;x&#39;: 172, &#39;y&#39;: 75},
      {&#39;x&#39;: 170, &#39;y&#39;: 78},
      {&#39;x&#39;: 168, &#39;y&#39;: 82},
      {&#39;x&#39;: 167, &#39;y&#39;: 86},
      {&#39;x&#39;: 170, &#39;y&#39;: 88},
      {&#39;x&#39;: 174, &#39;y&#39;: 89},
      {&#39;x&#39;: 177, &#39;y&#39;: 88},
      {&#39;x&#39;: 180, &#39;y&#39;: 86},
      {&#39;x&#39;: 178, &#39;y&#39;: 83},
      {&#39;x&#39;: 177, &#39;y&#39;: 79},
      {&#39;x&#39;: 175, &#39;y&#39;: 75}]}}]}}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">hashlib</span>  
<span class="kn">import</span> <span class="nn">time</span>  
<span class="kn">import</span> <span class="nn">random</span>  
<span class="kn">import</span> <span class="nn">string</span>
<span class="kn">import</span> <span class="nn">requests</span>  
<span class="kn">import</span> <span class="nn">base64</span>  
<span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="kn">import</span> <span class="n">urlencode</span>
<span class="kn">import</span> <span class="nn">json</span> <span class="c1">#用于post后得到的字符串到字典的转换</span>

<span class="n">app_id</span> <span class="o">=</span> <span class="s1">&#39;2131774151&#39;</span> 
<span class="n">app_key</span> <span class="o">=</span> <span class="s1">&#39;vA91kKiCgF9JJDfT&#39;</span>


<span class="k">def</span> <span class="nf">get_params</span><span class="p">(</span><span class="n">img</span><span class="p">):</span>                         <span class="c1">#鉴权计算并返回请求参数</span>
    <span class="c1">#请求时间戳（秒级），用于防止请求重放（保证签名5分钟有效</span>
    <span class="n">time_stamp</span><span class="o">=</span><span class="nb">str</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()))</span> 
    <span class="c1">#请求随机字符串，用于保证签名不可预测,16代表16位</span>
    <span class="n">nonce_str</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">string</span><span class="o">.</span><span class="n">ascii_letters</span> <span class="o">+</span> <span class="n">string</span><span class="o">.</span><span class="n">digits</span><span class="p">,</span> <span class="mi">16</span><span class="p">))</span>

    <span class="n">params</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;app_id&#39;</span><span class="p">:</span><span class="n">app_id</span><span class="p">,</span>                <span class="c1">#请求包，需要根据不同的任务修改，基本相同</span>
              <span class="s1">&#39;image&#39;</span><span class="p">:</span><span class="n">img</span><span class="p">,</span>                    <span class="c1">#文字类的任务可能是‘text’，由主函数传递进来</span>
              <span class="s1">&#39;mode&#39;</span><span class="p">:</span><span class="s1">&#39;0&#39;</span> <span class="p">,</span>                    <span class="c1">#身份证件类可能是&#39;card_type&#39;</span>
              <span class="s1">&#39;time_stamp&#39;</span><span class="p">:</span><span class="n">time_stamp</span><span class="p">,</span>        <span class="c1">#时间戳，都一样</span>
              <span class="s1">&#39;nonce_str&#39;</span><span class="p">:</span><span class="n">nonce_str</span><span class="p">,</span>          <span class="c1">#随机字符串，都一样</span>
              <span class="c1">#&#39;sign&#39;:&#39;&#39;                      #签名不参与鉴权计算，只是列出来示意</span>
             <span class="p">}</span>

    <span class="n">sort_dict</span><span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">params</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">item</span><span class="p">:</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">reverse</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>  <span class="c1">#字典排序</span>
    <span class="n">sort_dict</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="s1">&#39;app_key&#39;</span><span class="p">,</span><span class="n">app_key</span><span class="p">))</span>   <span class="c1">#尾部添加appkey</span>
    <span class="n">rawtext</span><span class="o">=</span> <span class="n">urlencode</span><span class="p">(</span><span class="n">sort_dict</span><span class="p">)</span><span class="o">.</span><span class="n">encode</span><span class="p">()</span>  <span class="c1">#urlencod编码</span>
    <span class="n">sha</span> <span class="o">=</span> <span class="n">hashlib</span><span class="o">.</span><span class="n">md5</span><span class="p">()</span>    
    <span class="n">sha</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">rawtext</span><span class="p">)</span>
    <span class="n">md5text</span><span class="o">=</span> <span class="n">sha</span><span class="o">.</span><span class="n">hexdigest</span><span class="p">()</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>        <span class="c1">#MD5加密计算</span>
    <span class="n">params</span><span class="p">[</span><span class="s1">&#39;sign&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">md5text</span>                  <span class="c1">#将签名赋值到sign</span>
    <span class="k">return</span>  <span class="n">params</span>                          <span class="c1">#返回请求包</span>

<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="sa">r</span><span class="s2">&quot;C:\Users\ASUS\Desktop\BB.jpg&quot;</span><span class="p">,</span><span class="s2">&quot;rb&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
    <span class="n">base64_data</span> <span class="o">=</span> <span class="n">base64</span><span class="o">.</span><span class="n">b64encode</span><span class="p">(</span><span class="n">f</span><span class="o">.</span><span class="n">read</span><span class="p">())</span>


<span class="n">params</span> <span class="o">=</span> <span class="n">get_params</span><span class="p">(</span><span class="n">base64_data</span><span class="p">)</span>    <span class="c1">#获取鉴权签名并获取请求参数</span>

<span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://api.ai.qq.com/fcgi-bin/face/face_detectface&quot;</span>  <span class="c1"># 人脸分析</span>
    <span class="c1">#检测给定图片（Image）中的所有人脸（Face）的位置和相应的面部属性。位置包括（x, y, w, h），面部属性包括性别（gender）, 年龄（age）, 表情（expression）, 魅力（beauty）, 眼镜（glass）和姿态（pitch，roll，yaw）   </span>
<span class="n">res</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="n">url</span><span class="p">,</span><span class="n">params</span><span class="p">)</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
<span class="n">res</span>
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    <div class="prompt output_prompt">Out[91]:</div>




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<pre>{&#39;ret&#39;: 0,
 &#39;msg&#39;: &#39;ok&#39;,
 &#39;data&#39;: {&#39;image_width&#39;: 1440,
  &#39;image_height&#39;: 900,
  &#39;face_list&#39;: [{&#39;face_id&#39;: &#39;3595842131307054221&#39;,
    &#39;x&#39;: 346,
    &#39;y&#39;: 226,
    &#39;width&#39;: 117,
    &#39;height&#39;: 117,
    &#39;gender&#39;: 97,
    &#39;age&#39;: 16,
    &#39;expression&#39;: 26,
    &#39;beauty&#39;: 78,
    &#39;glass&#39;: 0,
    &#39;pitch&#39;: 3,
    &#39;yaw&#39;: -20,
    &#39;roll&#39;: 32,
    &#39;face_shape&#39;: {&#39;face_profile&#39;: [{&#39;x&#39;: 367, &#39;y&#39;: 287},
      {&#39;x&#39;: 369, &#39;y&#39;: 294},
      {&#39;x&#39;: 373, &#39;y&#39;: 301},
      {&#39;x&#39;: 377, &#39;y&#39;: 307},
      {&#39;x&#39;: 382, &#39;y&#39;: 312},
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      {&#39;x&#39;: 1229, &#39;y&#39;: 242},
      {&#39;x&#39;: 1237, &#39;y&#39;: 241},
      {&#39;x&#39;: 1244, &#39;y&#39;: 241},
      {&#39;x&#39;: 1252, &#39;y&#39;: 241},
      {&#39;x&#39;: 1245, &#39;y&#39;: 236},
      {&#39;x&#39;: 1236, &#39;y&#39;: 235},
      {&#39;x&#39;: 1228, &#39;y&#39;: 237}],
     &#39;right_eyebrow&#39;: [{&#39;x&#39;: 1301, &#39;y&#39;: 250},
      {&#39;x&#39;: 1294, &#39;y&#39;: 249},
      {&#39;x&#39;: 1287, &#39;y&#39;: 249},
      {&#39;x&#39;: 1280, &#39;y&#39;: 250},
      {&#39;x&#39;: 1273, &#39;y&#39;: 250},
      {&#39;x&#39;: 1279, &#39;y&#39;: 245},
      {&#39;x&#39;: 1287, &#39;y&#39;: 243},
      {&#39;x&#39;: 1294, &#39;y&#39;: 245}],
     &#39;mouth&#39;: [{&#39;x&#39;: 1248, &#39;y&#39;: 298},
      {&#39;x&#39;: 1252, &#39;y&#39;: 302},
      {&#39;x&#39;: 1258, &#39;y&#39;: 304},
      {&#39;x&#39;: 1264, &#39;y&#39;: 304},
      {&#39;x&#39;: 1269, &#39;y&#39;: 304},
      {&#39;x&#39;: 1274, &#39;y&#39;: 301},
      {&#39;x&#39;: 1278, &#39;y&#39;: 297},
      {&#39;x&#39;: 1274, &#39;y&#39;: 292},
      {&#39;x&#39;: 1268, &#39;y&#39;: 289},
      {&#39;x&#39;: 1263, &#39;y&#39;: 291},
      {&#39;x&#39;: 1258, &#39;y&#39;: 290},
      {&#39;x&#39;: 1253, &#39;y&#39;: 293},
      {&#39;x&#39;: 1253, &#39;y&#39;: 298},
      {&#39;x&#39;: 1258, &#39;y&#39;: 297},
      {&#39;x&#39;: 1263, &#39;y&#39;: 297},
      {&#39;x&#39;: 1268, &#39;y&#39;: 297},
      {&#39;x&#39;: 1273, &#39;y&#39;: 297},
      {&#39;x&#39;: 1273, &#39;y&#39;: 296},
      {&#39;x&#39;: 1268, &#39;y&#39;: 296},
      {&#39;x&#39;: 1263, &#39;y&#39;: 296},
      {&#39;x&#39;: 1258, &#39;y&#39;: 296},
      {&#39;x&#39;: 1253, &#39;y&#39;: 297}],
     &#39;nose&#39;: [{&#39;x&#39;: 1265, &#39;y&#39;: 277},
      {&#39;x&#39;: 1263, &#39;y&#39;: 258},
      {&#39;x&#39;: 1260, &#39;y&#39;: 263},
      {&#39;x&#39;: 1258, &#39;y&#39;: 268},
      {&#39;x&#39;: 1255, &#39;y&#39;: 273},
      {&#39;x&#39;: 1250, &#39;y&#39;: 278},
      {&#39;x&#39;: 1257, &#39;y&#39;: 282},
      {&#39;x&#39;: 1263, &#39;y&#39;: 283},
      {&#39;x&#39;: 1268, &#39;y&#39;: 283},
      {&#39;x&#39;: 1274, &#39;y&#39;: 280},
      {&#39;x&#39;: 1271, &#39;y&#39;: 274},
      {&#39;x&#39;: 1269, &#39;y&#39;: 268},
      {&#39;x&#39;: 1266, &#39;y&#39;: 263}]}},
   {&#39;face_id&#39;: &#39;3595842153339733138&#39;,
    &#39;x&#39;: 159,
    &#39;y&#39;: 222,
    &#39;width&#39;: 107,
    &#39;height&#39;: 107,
    &#39;gender&#39;: 98,
    &#39;age&#39;: 16,
    &#39;expression&#39;: 30,
    &#39;beauty&#39;: 73,
    &#39;glass&#39;: 0,
    &#39;pitch&#39;: 11,
    &#39;yaw&#39;: 3,
    &#39;roll&#39;: -4,
    &#39;face_shape&#39;: {&#39;face_profile&#39;: [{&#39;x&#39;: 169, &#39;y&#39;: 250},
      {&#39;x&#39;: 168, &#39;y&#39;: 260},
      {&#39;x&#39;: 169, &#39;y&#39;: 270},
      {&#39;x&#39;: 170, &#39;y&#39;: 279},
      {&#39;x&#39;: 172, &#39;y&#39;: 289},
      {&#39;x&#39;: 175, &#39;y&#39;: 298},
      {&#39;x&#39;: 180, &#39;y&#39;: 306},
      {&#39;x&#39;: 186, &#39;y&#39;: 313},
      {&#39;x&#39;: 193, &#39;y&#39;: 320},
      {&#39;x&#39;: 201, &#39;y&#39;: 325},
      {&#39;x&#39;: 210, &#39;y&#39;: 327},
      {&#39;x&#39;: 219, &#39;y&#39;: 325},
      {&#39;x&#39;: 227, &#39;y&#39;: 321},
      {&#39;x&#39;: 234, &#39;y&#39;: 314},
      {&#39;x&#39;: 240, &#39;y&#39;: 308},
      {&#39;x&#39;: 245, &#39;y&#39;: 300},
      {&#39;x&#39;: 249, &#39;y&#39;: 292},
      {&#39;x&#39;: 252, &#39;y&#39;: 283},
      {&#39;x&#39;: 254, &#39;y&#39;: 274},
      {&#39;x&#39;: 256, &#39;y&#39;: 265},
      {&#39;x&#39;: 256, &#39;y&#39;: 257}],
     &#39;left_eye&#39;: [{&#39;x&#39;: 186, &#39;y&#39;: 252},
      {&#39;x&#39;: 190, &#39;y&#39;: 254},
      {&#39;x&#39;: 194, &#39;y&#39;: 256},
      {&#39;x&#39;: 198, &#39;y&#39;: 256},
      {&#39;x&#39;: 202, &#39;y&#39;: 255},
      {&#39;x&#39;: 199, &#39;y&#39;: 251},
      {&#39;x&#39;: 195, &#39;y&#39;: 250},
      {&#39;x&#39;: 190, &#39;y&#39;: 250}],
     &#39;right_eye&#39;: [{&#39;x&#39;: 242, &#39;y&#39;: 256},
      {&#39;x&#39;: 238, &#39;y&#39;: 258},
      {&#39;x&#39;: 234, &#39;y&#39;: 258},
      {&#39;x&#39;: 230, &#39;y&#39;: 258},
      {&#39;x&#39;: 226, &#39;y&#39;: 256},
      {&#39;x&#39;: 229, &#39;y&#39;: 253},
      {&#39;x&#39;: 234, &#39;y&#39;: 252},
      {&#39;x&#39;: 238, &#39;y&#39;: 253}],
     &#39;left_eyebrow&#39;: [{&#39;x&#39;: 178, &#39;y&#39;: 240},
      {&#39;x&#39;: 185, &#39;y&#39;: 240},
      {&#39;x&#39;: 192, &#39;y&#39;: 242},
      {&#39;x&#39;: 199, &#39;y&#39;: 243},
      {&#39;x&#39;: 206, &#39;y&#39;: 244},
      {&#39;x&#39;: 201, &#39;y&#39;: 239},
      {&#39;x&#39;: 193, &#39;y&#39;: 236},
      {&#39;x&#39;: 185, &#39;y&#39;: 236}],
     &#39;right_eyebrow&#39;: [{&#39;x&#39;: 249, &#39;y&#39;: 246},
      {&#39;x&#39;: 243, &#39;y&#39;: 246},
      {&#39;x&#39;: 236, &#39;y&#39;: 247},
      {&#39;x&#39;: 230, &#39;y&#39;: 248},
      {&#39;x&#39;: 223, &#39;y&#39;: 248},
      {&#39;x&#39;: 229, &#39;y&#39;: 244},
      {&#39;x&#39;: 236, &#39;y&#39;: 242},
      {&#39;x&#39;: 243, &#39;y&#39;: 242}],
     &#39;mouth&#39;: [{&#39;x&#39;: 197, &#39;y&#39;: 298},
      {&#39;x&#39;: 201, &#39;y&#39;: 302},
      {&#39;x&#39;: 206, &#39;y&#39;: 305},
      {&#39;x&#39;: 212, &#39;y&#39;: 307},
      {&#39;x&#39;: 217, &#39;y&#39;: 306},
      {&#39;x&#39;: 222, &#39;y&#39;: 304},
      {&#39;x&#39;: 226, &#39;y&#39;: 301},
      {&#39;x&#39;: 221, &#39;y&#39;: 299},
      {&#39;x&#39;: 217, &#39;y&#39;: 297},
      {&#39;x&#39;: 213, &#39;y&#39;: 298},
      {&#39;x&#39;: 209, &#39;y&#39;: 296},
      {&#39;x&#39;: 203, &#39;y&#39;: 297},
      {&#39;x&#39;: 202, &#39;y&#39;: 300},
      {&#39;x&#39;: 207, &#39;y&#39;: 301},
      {&#39;x&#39;: 212, &#39;y&#39;: 302},
      {&#39;x&#39;: 217, &#39;y&#39;: 301},
      {&#39;x&#39;: 221, &#39;y&#39;: 301},
      {&#39;x&#39;: 222, &#39;y&#39;: 301},
      {&#39;x&#39;: 217, &#39;y&#39;: 301},
      {&#39;x&#39;: 212, &#39;y&#39;: 301},
      {&#39;x&#39;: 207, &#39;y&#39;: 300},
      {&#39;x&#39;: 202, &#39;y&#39;: 299}],
     &#39;nose&#39;: [{&#39;x&#39;: 214, &#39;y&#39;: 281},
      {&#39;x&#39;: 215, &#39;y&#39;: 256},
      {&#39;x&#39;: 211, &#39;y&#39;: 263},
      {&#39;x&#39;: 208, &#39;y&#39;: 269},
      {&#39;x&#39;: 205, &#39;y&#39;: 276},
      {&#39;x&#39;: 201, &#39;y&#39;: 282},
      {&#39;x&#39;: 207, &#39;y&#39;: 286},
      {&#39;x&#39;: 213, &#39;y&#39;: 288},
      {&#39;x&#39;: 219, &#39;y&#39;: 287},
      {&#39;x&#39;: 225, &#39;y&#39;: 284},
      {&#39;x&#39;: 223, &#39;y&#39;: 277},
      {&#39;x&#39;: 220, &#39;y&#39;: 270},
      {&#39;x&#39;: 217, &#39;y&#39;: 263}]}}]}}</pre>
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<div class="prompt input_prompt">In&nbsp;[92]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">hashlib</span>  
<span class="kn">import</span> <span class="nn">time</span>  
<span class="kn">import</span> <span class="nn">random</span>  
<span class="kn">import</span> <span class="nn">string</span>
<span class="kn">import</span> <span class="nn">requests</span>  
<span class="kn">import</span> <span class="nn">base64</span>  
<span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="kn">import</span> <span class="n">urlencode</span>
<span class="kn">import</span> <span class="nn">json</span> <span class="c1">#用于post后得到的字符串到字典的转换</span>

<span class="n">app_id</span> <span class="o">=</span> <span class="s1">&#39;2131774151&#39;</span> 
<span class="n">app_key</span> <span class="o">=</span> <span class="s1">&#39;vA91kKiCgF9JJDfT&#39;</span>


<span class="k">def</span> <span class="nf">get_params</span><span class="p">(</span><span class="n">img</span><span class="p">):</span>                         <span class="c1">#鉴权计算并返回请求参数</span>
    <span class="c1">#请求时间戳（秒级），用于防止请求重放（保证签名5分钟有效</span>
    <span class="n">time_stamp</span><span class="o">=</span><span class="nb">str</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()))</span> 
    <span class="c1">#请求随机字符串，用于保证签名不可预测,16代表16位</span>
    <span class="n">nonce_str</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">string</span><span class="o">.</span><span class="n">ascii_letters</span> <span class="o">+</span> <span class="n">string</span><span class="o">.</span><span class="n">digits</span><span class="p">,</span> <span class="mi">16</span><span class="p">))</span>

    <span class="n">params</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;app_id&#39;</span><span class="p">:</span><span class="n">app_id</span><span class="p">,</span>                <span class="c1">#请求包，需要根据不同的任务修改，基本相同</span>
              <span class="s1">&#39;image&#39;</span><span class="p">:</span><span class="n">img</span><span class="p">,</span>                    <span class="c1">#文字类的任务可能是‘text’，由主函数传递进来</span>
              <span class="s1">&#39;mode&#39;</span><span class="p">:</span><span class="s1">&#39;0&#39;</span> <span class="p">,</span>                    <span class="c1">#身份证件类可能是&#39;card_type&#39;</span>
              <span class="s1">&#39;time_stamp&#39;</span><span class="p">:</span><span class="n">time_stamp</span><span class="p">,</span>        <span class="c1">#时间戳，都一样</span>
              <span class="s1">&#39;nonce_str&#39;</span><span class="p">:</span><span class="n">nonce_str</span><span class="p">,</span>          <span class="c1">#随机字符串，都一样</span>
              <span class="c1">#&#39;sign&#39;:&#39;&#39;                      #签名不参与鉴权计算，只是列出来示意</span>
             <span class="p">}</span>

    <span class="n">sort_dict</span><span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">params</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">item</span><span class="p">:</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">reverse</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>  <span class="c1">#字典排序</span>
    <span class="n">sort_dict</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="s1">&#39;app_key&#39;</span><span class="p">,</span><span class="n">app_key</span><span class="p">))</span>   <span class="c1">#尾部添加appkey</span>
    <span class="n">rawtext</span><span class="o">=</span> <span class="n">urlencode</span><span class="p">(</span><span class="n">sort_dict</span><span class="p">)</span><span class="o">.</span><span class="n">encode</span><span class="p">()</span>  <span class="c1">#urlencod编码</span>
    <span class="n">sha</span> <span class="o">=</span> <span class="n">hashlib</span><span class="o">.</span><span class="n">md5</span><span class="p">()</span>    
    <span class="n">sha</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">rawtext</span><span class="p">)</span>
    <span class="n">md5text</span><span class="o">=</span> <span class="n">sha</span><span class="o">.</span><span class="n">hexdigest</span><span class="p">()</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>        <span class="c1">#MD5加密计算</span>
    <span class="n">params</span><span class="p">[</span><span class="s1">&#39;sign&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">md5text</span>                  <span class="c1">#将签名赋值到sign</span>
    <span class="k">return</span>  <span class="n">params</span>                          <span class="c1">#返回请求包</span>

<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="sa">r</span><span class="s2">&quot;C:\Users\ASUS\Desktop\OOR.jpg&quot;</span><span class="p">,</span><span class="s2">&quot;rb&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
    <span class="n">base64_data</span> <span class="o">=</span> <span class="n">base64</span><span class="o">.</span><span class="n">b64encode</span><span class="p">(</span><span class="n">f</span><span class="o">.</span><span class="n">read</span><span class="p">())</span>


<span class="n">params</span> <span class="o">=</span> <span class="n">get_params</span><span class="p">(</span><span class="n">base64_data</span><span class="p">)</span>    <span class="c1">#获取鉴权签名并获取请求参数</span>

<span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://api.ai.qq.com/fcgi-bin/face/face_detectface&quot;</span>  <span class="c1"># 人脸分析</span>
    <span class="c1">#检测给定图片（Image）中的所有人脸（Face）的位置和相应的面部属性。位置包括（x, y, w, h），面部属性包括性别（gender）, 年龄（age）, 表情（expression）, 魅力（beauty）, 眼镜（glass）和姿态（pitch，roll，yaw）   </span>
<span class="n">res</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="n">url</span><span class="p">,</span><span class="n">params</span><span class="p">)</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
<span class="n">res</span>
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    <div class="prompt output_prompt">Out[92]:</div>




<div class="output_text output_subarea output_execute_result">
<pre>{&#39;ret&#39;: 0,
 &#39;msg&#39;: &#39;ok&#39;,
 &#39;data&#39;: {&#39;image_width&#39;: 1242,
  &#39;image_height&#39;: 776,
  &#39;face_list&#39;: [{&#39;face_id&#39;: &#39;3595842418255119610&#39;,
    &#39;x&#39;: 603,
    &#39;y&#39;: 304,
    &#39;width&#39;: 148,
    &#39;height&#39;: 148,
    &#39;gender&#39;: 80,
    &#39;age&#39;: 20,
    &#39;expression&#39;: 19,
    &#39;beauty&#39;: 88,
    &#39;glass&#39;: 0,
    &#39;pitch&#39;: 12,
    &#39;yaw&#39;: 0,
    &#39;roll&#39;: 11,
    &#39;face_shape&#39;: {&#39;face_profile&#39;: [{&#39;x&#39;: 616, &#39;y&#39;: 359},
      {&#39;x&#39;: 619, &#39;y&#39;: 371},
      {&#39;x&#39;: 624, &#39;y&#39;: 382},
      {&#39;x&#39;: 630, &#39;y&#39;: 393},
      {&#39;x&#39;: 637, &#39;y&#39;: 403},
      {&#39;x&#39;: 645, &#39;y&#39;: 412},
      {&#39;x&#39;: 654, &#39;y&#39;: 421},
      {&#39;x&#39;: 662, &#39;y&#39;: 429},
      {&#39;x&#39;: 671, &#39;y&#39;: 438},
      {&#39;x&#39;: 680, &#39;y&#39;: 444},
      {&#39;x&#39;: 692, &#39;y&#39;: 446},
      {&#39;x&#39;: 703, &#39;y&#39;: 441},
      {&#39;x&#39;: 711, &#39;y&#39;: 432},
      {&#39;x&#39;: 718, &#39;y&#39;: 421},
      {&#39;x&#39;: 724, &#39;y&#39;: 410},
      {&#39;x&#39;: 729, &#39;y&#39;: 399},
      {&#39;x&#39;: 734, &#39;y&#39;: 388},
      {&#39;x&#39;: 737, &#39;y&#39;: 376},
      {&#39;x&#39;: 739, &#39;y&#39;: 363},
      {&#39;x&#39;: 740, &#39;y&#39;: 351},
      {&#39;x&#39;: 739, &#39;y&#39;: 340}],
     &#39;left_eye&#39;: [{&#39;x&#39;: 634, &#39;y&#39;: 359},
      {&#39;x&#39;: 640, &#39;y&#39;: 363},
      {&#39;x&#39;: 647, &#39;y&#39;: 364},
      {&#39;x&#39;: 653, &#39;y&#39;: 362},
      {&#39;x&#39;: 659, &#39;y&#39;: 359},
      {&#39;x&#39;: 654, &#39;y&#39;: 353},
      {&#39;x&#39;: 647, &#39;y&#39;: 351},
      {&#39;x&#39;: 639, &#39;y&#39;: 353}],
     &#39;right_eye&#39;: [{&#39;x&#39;: 714, &#39;y&#39;: 344},
      {&#39;x&#39;: 710, &#39;y&#39;: 349},
      {&#39;x&#39;: 704, &#39;y&#39;: 353},
      {&#39;x&#39;: 697, &#39;y&#39;: 353},
      {&#39;x&#39;: 691, &#39;y&#39;: 352},
      {&#39;x&#39;: 693, &#39;y&#39;: 344},
      {&#39;x&#39;: 700, &#39;y&#39;: 340},
      {&#39;x&#39;: 707, &#39;y&#39;: 339}],
     &#39;left_eyebrow&#39;: [{&#39;x&#39;: 623, &#39;y&#39;: 348},
      {&#39;x&#39;: 633, &#39;y&#39;: 348},
      {&#39;x&#39;: 642, &#39;y&#39;: 348},
      {&#39;x&#39;: 651, &#39;y&#39;: 347},
      {&#39;x&#39;: 660, &#39;y&#39;: 346},
      {&#39;x&#39;: 651, &#39;y&#39;: 342},
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      {&#39;x&#39;: 757, &#39;y&#39;: 148},
      {&#39;x&#39;: 757, &#39;y&#39;: 155},
      {&#39;x&#39;: 763, &#39;y&#39;: 155},
      {&#39;x&#39;: 768, &#39;y&#39;: 154},
      {&#39;x&#39;: 772, &#39;y&#39;: 152},
      {&#39;x&#39;: 778, &#39;y&#39;: 148},
      {&#39;x&#39;: 772, &#39;y&#39;: 143},
      {&#39;x&#39;: 768, &#39;y&#39;: 140},
      {&#39;x&#39;: 764, &#39;y&#39;: 136}]}}]}}</pre>
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<h3 id="&#32467;&#35770;">&#32467;&#35770;<a class="anchor-link" href="#&#32467;&#35770;">&#182;</a></h3><ul>
<li>在调用三家平台的人脸识别API时发现，Azure和Face++可以分析多种情绪的值，而腾讯没有，仅由expression这一参数来反馈人的笑容。</li>
<li>在分析多张人脸时发现，Azure能够准确分析出多张人脸的性别，而Face++则多次出现误判的情况，将男性识别为女性。</li>
<li>三家平台中，Face++能获取最多元素的参数，其次是Azure，腾讯AI最少</li>
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